import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import sklearn
import seaborn as sns
%matplotlib inline
pd.set_option('display.max_rows',None)
fraud_df = pd.read_csv("C:\Books\ML Project\insurance_claims.csv",index_col='policy_number')
#fraud_df
fraud_df.head()
months_as_customer age policy_bind_date policy_state policy_csl policy_deductable policy_annual_premium umbrella_limit insured_zip insured_sex ... witnesses police_report_available total_claim_amount injury_claim property_claim vehicle_claim auto_make auto_model auto_year fraud_reported
policy_number
521585 328 48 17-10-2014 OH 250/500 1000 1406.91 0 466132 MALE ... 2 YES 71610 6510 13020 52080 Saab 92x 2004 Y
342868 228 42 27-06-2006 IN 250/500 2000 1197.22 5000000 468176 MALE ... 0 ? 5070 780 780 3510 Mercedes E400 2007 Y
687698 134 29 06-09-2000 OH 100/300 2000 1413.14 5000000 430632 FEMALE ... 3 NO 34650 7700 3850 23100 Dodge RAM 2007 N
227811 256 41 25-05-1990 IL 250/500 2000 1415.74 6000000 608117 FEMALE ... 2 NO 63400 6340 6340 50720 Chevrolet Tahoe 2014 Y
367455 228 44 06-06-2014 IL 500/1000 1000 1583.91 6000000 610706 MALE ... 1 NO 6500 1300 650 4550 Accura RSX 2009 N

5 rows × 38 columns

fraud_df.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          1000 non-null   int64  
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        1000 non-null   float64
 7   umbrella_limit               1000 non-null   int64  
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   object 
 10  insured_education_level      1000 non-null   object 
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           1000 non-null   int64  
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               1000 non-null   int64  
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(1), int64(16), object(21)
memory usage: 304.7+ KB
fraud_df.fraud_reported.value_counts()
N    753
Y    247
Name: fraud_reported, dtype: int64

EDA

fraud_df.shape
(1000, 38)
fraud_df.isnull().sum()
months_as_customer             0
age                            0
policy_bind_date               0
policy_state                   0
policy_csl                     0
policy_deductable              0
policy_annual_premium          0
umbrella_limit                 0
insured_zip                    0
insured_sex                    0
insured_education_level        0
insured_occupation             0
insured_hobbies                0
insured_relationship           0
capital-gains                  0
capital-loss                   0
incident_date                  0
incident_type                  0
collision_type                 0
incident_severity              0
authorities_contacted          0
incident_state                 0
incident_city                  0
incident_location              0
incident_hour_of_the_day       0
number_of_vehicles_involved    0
property_damage                0
bodily_injuries                0
witnesses                      0
police_report_available        0
total_claim_amount             0
injury_claim                   0
property_claim                 0
vehicle_claim                  0
auto_make                      0
auto_model                     0
auto_year                      0
fraud_reported                 0
dtype: int64
fraud_df.describe()
months_as_customer age policy_deductable policy_annual_premium umbrella_limit insured_zip capital-gains capital-loss incident_hour_of_the_day number_of_vehicles_involved bodily_injuries witnesses total_claim_amount injury_claim property_claim vehicle_claim auto_year
count 1000.000000 1000.000000 1000.000000 1000.000000 1.000000e+03 1000.000000 1000.000000 1000.000000 1000.000000 1000.00000 1000.000000 1000.000000 1000.00000 1000.000000 1000.000000 1000.000000 1000.000000
mean 203.954000 38.948000 1136.000000 1256.406150 1.101000e+06 501214.488000 25126.100000 -26793.700000 11.644000 1.83900 0.992000 1.487000 52761.94000 7433.420000 7399.570000 37928.950000 2005.103000
std 115.113174 9.140287 611.864673 244.167395 2.297407e+06 71701.610941 27872.187708 28104.096686 6.951373 1.01888 0.820127 1.111335 26401.53319 4880.951853 4824.726179 18886.252893 6.015861
min 0.000000 19.000000 500.000000 433.330000 -1.000000e+06 430104.000000 0.000000 -111100.000000 0.000000 1.00000 0.000000 0.000000 100.00000 0.000000 0.000000 70.000000 1995.000000
25% 115.750000 32.000000 500.000000 1089.607500 0.000000e+00 448404.500000 0.000000 -51500.000000 6.000000 1.00000 0.000000 1.000000 41812.50000 4295.000000 4445.000000 30292.500000 2000.000000
50% 199.500000 38.000000 1000.000000 1257.200000 0.000000e+00 466445.500000 0.000000 -23250.000000 12.000000 1.00000 1.000000 1.000000 58055.00000 6775.000000 6750.000000 42100.000000 2005.000000
75% 276.250000 44.000000 2000.000000 1415.695000 0.000000e+00 603251.000000 51025.000000 0.000000 17.000000 3.00000 2.000000 2.000000 70592.50000 11305.000000 10885.000000 50822.500000 2010.000000
max 479.000000 64.000000 2000.000000 2047.590000 1.000000e+07 620962.000000 100500.000000 0.000000 23.000000 4.00000 2.000000 3.000000 114920.00000 21450.000000 23670.000000 79560.000000 2015.000000
fraud_df.auto_year.value_counts()
1995    56
1999    55
2005    54
2011    53
2006    53
2007    52
2003    51
2010    50
2009    50
2013    49
2002    49
2015    47
1997    46
2012    46
2008    45
2014    44
2001    42
2000    42
1998    40
2004    39
1996    37
Name: auto_year, dtype: int64
fraud_df['auto_make'].value_counts()
Dodge         80
Suburu        80
Saab          80
Nissan        78
Chevrolet     76
BMW           72
Ford          72
Toyota        70
Audi          69
Volkswagen    68
Accura        68
Jeep          67
Mercedes      65
Honda         55
Name: auto_make, dtype: int64
fraud_df.auto_model.value_counts()
RAM               43
Wrangler          42
Neon              37
A3                37
MDX               36
Jetta             35
Passat            33
A5                32
Legacy            32
Pathfinder        31
Malibu            30
Camry             28
Forrestor         28
92x               28
F150              27
95                27
E400              27
93                25
Grand Cherokee    25
Escape            24
Maxima            24
Tahoe             24
X5                23
Ultima            23
Highlander        22
Silverado         22
Civic             22
Fusion            21
TL                20
ML350             20
Corolla           20
CRV               20
Impreza           20
3 Series          18
C300              18
X6                16
M5                15
Accord            13
RSX               12
Name: auto_model, dtype: int64

Univariate and Multivariate Analysis

sns.boxplot(x=fraud_df['age'])
<AxesSubplot:xlabel='age'>
sns.pairplot(fraud_df)
<seaborn.axisgrid.PairGrid at 0x1b90580f7f0>
fraud_df.head(10)
months_as_customer age policy_bind_date policy_state policy_csl policy_deductable policy_annual_premium umbrella_limit insured_zip insured_sex ... witnesses police_report_available total_claim_amount injury_claim property_claim vehicle_claim auto_make auto_model auto_year fraud_reported
policy_number
521585 328 48 17-10-2014 OH 250/500 1000 1406.91 0 466132 MALE ... 2 YES 71610 6510 13020 52080 Saab 92x 2004 Y
342868 228 42 27-06-2006 IN 250/500 2000 1197.22 5000000 468176 MALE ... 0 ? 5070 780 780 3510 Mercedes E400 2007 Y
687698 134 29 06-09-2000 OH 100/300 2000 1413.14 5000000 430632 FEMALE ... 3 NO 34650 7700 3850 23100 Dodge RAM 2007 N
227811 256 41 25-05-1990 IL 250/500 2000 1415.74 6000000 608117 FEMALE ... 2 NO 63400 6340 6340 50720 Chevrolet Tahoe 2014 Y
367455 228 44 06-06-2014 IL 500/1000 1000 1583.91 6000000 610706 MALE ... 1 NO 6500 1300 650 4550 Accura RSX 2009 N
104594 256 39 12-10-2006 OH 250/500 1000 1351.10 0 478456 FEMALE ... 2 NO 64100 6410 6410 51280 Saab 95 2003 Y
413978 137 34 04-06-2000 IN 250/500 1000 1333.35 0 441716 MALE ... 0 ? 78650 21450 7150 50050 Nissan Pathfinder 2012 N
429027 165 37 03-02-1990 IL 100/300 1000 1137.03 0 603195 MALE ... 2 YES 51590 9380 9380 32830 Audi A5 2015 N
485665 27 33 05-02-1997 IL 100/300 500 1442.99 0 601734 FEMALE ... 1 YES 27700 2770 2770 22160 Toyota Camry 2012 N
636550 212 42 25-07-2011 IL 100/300 500 1315.68 0 600983 MALE ... 1 ? 42300 4700 4700 32900 Saab 92x 1996 N

10 rows × 38 columns

sns.boxplot(x=fraud_df['months_as_customer'],y=fraud_df['fraud_reported'])
<AxesSubplot:xlabel='months_as_customer', ylabel='fraud_reported'>
Inference
We can see that few of the columns are not significant
We can see that months_as_customer and fraud_reported follow normal distribution
sns.displot(fraud_df['months_as_customer'])
<seaborn.axisgrid.FacetGrid at 0x1b9116e1f10>
sns.distplot(fraud_df['age'])
C:\Users\TSK\Anaconda3\lib\site-packages\seaborn\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).
  warnings.warn(msg, FutureWarning)
<AxesSubplot:xlabel='age', ylabel='Density'>
sns.countplot(fraud_df.auto_make)
C:\Users\TSK\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(
<AxesSubplot:xlabel='auto_make', ylabel='count'>
sns.countplot(fraud_df.fraud_reported)
C:\Users\TSK\Anaconda3\lib\site-packages\seaborn\_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  warnings.warn(
<AxesSubplot:xlabel='fraud_reported', ylabel='count'>

EDA

num=[]
cat=[]
for i in fraud_df.columns:
    if fraud_df[i].dtype=='object':
        cat.append(i)
    else:
        num.append(i)
print(cat)
['policy_bind_date', 'policy_state', 'policy_csl', 'insured_sex', 'insured_education_level', 'insured_occupation', 'insured_hobbies', 'insured_relationship', 'incident_date', 'incident_type', 'collision_type', 'incident_severity', 'authorities_contacted', 'incident_state', 'incident_city', 'incident_location', 'property_damage', 'police_report_available', 'auto_make', 'auto_model', 'fraud_reported']
print(num)
['months_as_customer', 'age', 'policy_deductable', 'policy_annual_premium', 'umbrella_limit', 'insured_zip', 'capital-gains', 'capital-loss', 'incident_hour_of_the_day', 'number_of_vehicles_involved', 'bodily_injuries', 'witnesses', 'total_claim_amount', 'injury_claim', 'property_claim', 'vehicle_claim', 'auto_year']
fraud_df[num].describe().T
count mean std min 25% 50% 75% max
months_as_customer 1000.0 2.039540e+02 1.151132e+02 0.00 115.7500 199.5 276.250 479.00
age 1000.0 3.894800e+01 9.140287e+00 19.00 32.0000 38.0 44.000 64.00
policy_deductable 1000.0 1.136000e+03 6.118647e+02 500.00 500.0000 1000.0 2000.000 2000.00
policy_annual_premium 1000.0 1.256406e+03 2.441674e+02 433.33 1089.6075 1257.2 1415.695 2047.59
umbrella_limit 1000.0 1.101000e+06 2.297407e+06 -1000000.00 0.0000 0.0 0.000 10000000.00
insured_zip 1000.0 5.012145e+05 7.170161e+04 430104.00 448404.5000 466445.5 603251.000 620962.00
capital-gains 1000.0 2.512610e+04 2.787219e+04 0.00 0.0000 0.0 51025.000 100500.00
capital-loss 1000.0 -2.679370e+04 2.810410e+04 -111100.00 -51500.0000 -23250.0 0.000 0.00
incident_hour_of_the_day 1000.0 1.164400e+01 6.951373e+00 0.00 6.0000 12.0 17.000 23.00
number_of_vehicles_involved 1000.0 1.839000e+00 1.018880e+00 1.00 1.0000 1.0 3.000 4.00
bodily_injuries 1000.0 9.920000e-01 8.201272e-01 0.00 0.0000 1.0 2.000 2.00
witnesses 1000.0 1.487000e+00 1.111335e+00 0.00 1.0000 1.0 2.000 3.00
total_claim_amount 1000.0 5.276194e+04 2.640153e+04 100.00 41812.5000 58055.0 70592.500 114920.00
injury_claim 1000.0 7.433420e+03 4.880952e+03 0.00 4295.0000 6775.0 11305.000 21450.00
property_claim 1000.0 7.399570e+03 4.824726e+03 0.00 4445.0000 6750.0 10885.000 23670.00
vehicle_claim 1000.0 3.792895e+04 1.888625e+04 70.00 30292.5000 42100.0 50822.500 79560.00
auto_year 1000.0 2.005103e+03 6.015861e+00 1995.00 2000.0000 2005.0 2010.000 2015.00
fraud_df.replace({'umbrella_limit':-1000000.00},{'umbrella_limit':0},inplace=True)
fraud_df[num].describe().T
count mean std min 25% 50% 75% max
months_as_customer 1000.0 2.039540e+02 1.151132e+02 0.00 115.7500 199.5 276.250 479.00
age 1000.0 3.894800e+01 9.140287e+00 19.00 32.0000 38.0 44.000 64.00
policy_deductable 1000.0 1.136000e+03 6.118647e+02 500.00 500.0000 1000.0 2000.000 2000.00
policy_annual_premium 1000.0 1.256406e+03 2.441674e+02 433.33 1089.6075 1257.2 1415.695 2047.59
umbrella_limit 1000.0 1.102000e+06 2.296709e+06 0.00 0.0000 0.0 0.000 10000000.00
insured_zip 1000.0 5.012145e+05 7.170161e+04 430104.00 448404.5000 466445.5 603251.000 620962.00
capital-gains 1000.0 2.512610e+04 2.787219e+04 0.00 0.0000 0.0 51025.000 100500.00
capital-loss 1000.0 -2.679370e+04 2.810410e+04 -111100.00 -51500.0000 -23250.0 0.000 0.00
incident_hour_of_the_day 1000.0 1.164400e+01 6.951373e+00 0.00 6.0000 12.0 17.000 23.00
number_of_vehicles_involved 1000.0 1.839000e+00 1.018880e+00 1.00 1.0000 1.0 3.000 4.00
bodily_injuries 1000.0 9.920000e-01 8.201272e-01 0.00 0.0000 1.0 2.000 2.00
witnesses 1000.0 1.487000e+00 1.111335e+00 0.00 1.0000 1.0 2.000 3.00
total_claim_amount 1000.0 5.276194e+04 2.640153e+04 100.00 41812.5000 58055.0 70592.500 114920.00
injury_claim 1000.0 7.433420e+03 4.880952e+03 0.00 4295.0000 6775.0 11305.000 21450.00
property_claim 1000.0 7.399570e+03 4.824726e+03 0.00 4445.0000 6750.0 10885.000 23670.00
vehicle_claim 1000.0 3.792895e+04 1.888625e+04 70.00 30292.5000 42100.0 50822.500 79560.00
auto_year 1000.0 2.005103e+03 6.015861e+00 1995.00 2000.0000 2005.0 2010.000 2015.00
fraud_df[cat].describe().T
count unique top freq
policy_bind_date 1000 951 01-01-2006 3
policy_state 1000 3 OH 352
policy_csl 1000 3 250/500 351
insured_sex 1000 2 FEMALE 537
insured_education_level 1000 7 JD 161
insured_occupation 1000 14 machine-op-inspct 93
insured_hobbies 1000 20 reading 64
insured_relationship 1000 6 own-child 183
incident_date 1000 60 02-02-2015 28
incident_type 1000 4 Multi-vehicle Collision 419
collision_type 1000 4 Rear Collision 292
incident_severity 1000 4 Minor Damage 354
authorities_contacted 1000 5 Police 292
incident_state 1000 7 NY 262
incident_city 1000 7 Springfield 157
incident_location 1000 1000 3340 3rd Hwy 1
property_damage 1000 3 ? 360
police_report_available 1000 3 NO 343
auto_make 1000 14 Dodge 80
auto_model 1000 39 RAM 43
fraud_reported 1000 2 N 753
fraud_df.loc[fraud_df['property_damage'] == '?']
months_as_customer age policy_bind_date policy_state policy_csl policy_deductable policy_annual_premium umbrella_limit insured_zip insured_sex ... witnesses police_report_available total_claim_amount injury_claim property_claim vehicle_claim auto_make auto_model auto_year fraud_reported
policy_number
342868 228 42 27-06-2006 IN 250/500 2000 1197.22 5000000 468176 MALE ... 0 ? 5070 780 780 3510 Mercedes E400 2007 Y
227811 256 41 25-05-1990 IL 250/500 2000 1415.74 6000000 608117 FEMALE ... 2 NO 63400 6340 6340 50720 Chevrolet Tahoe 2014 Y
413978 137 34 04-06-2000 IN 250/500 1000 1333.35 0 441716 MALE ... 0 ? 78650 21450 7150 50050 Nissan Pathfinder 2012 N
429027 165 37 03-02-1990 IL 100/300 1000 1137.03 0 603195 MALE ... 2 YES 51590 9380 9380 32830 Audi A5 2015 N
558938 70 26 08-06-2005 OH 500/1000 1000 1199.44 5000000 619884 MALE ... 2 YES 52110 5790 5790 40530 Nissan Maxima 2012 N
143972 196 39 02-08-1992 IN 500/1000 2000 1475.73 0 477670 FEMALE ... 0 NO 60400 6040 6040 48320 Nissan Pathfinder 2014 N
431876 217 41 27-11-2005 IL 500/1000 2000 875.15 0 442479 FEMALE ... 2 ? 37840 0 4730 33110 Accura RSX 1996 N
115399 413 55 08-02-1991 IN 100/300 2000 1268.79 0 453148 MALE ... 2 ? 98160 8180 16360 73620 Dodge RAM 2011 Y
200152 62 28 09-03-2003 IL 100/300 1000 988.45 0 430141 FEMALE ... 1 YES 60200 6020 6020 48160 Suburu Forrestor 2004 Y
485664 431 54 25-11-2002 IN 500/1000 2000 1155.55 0 615901 FEMALE ... 0 ? 62300 12460 6230 43610 Jeep Wrangler 2007 N
982871 199 37 27-07-1997 IN 250/500 500 1262.08 0 474615 MALE ... 3 NO 60170 10940 10940 38290 Nissan Pathfinder 2011 Y
616337 116 34 30-08-2012 IN 250/500 500 1737.66 0 470577 MALE ... 1 ? 97080 16180 16180 64720 BMW X5 2001 Y
866931 175 34 07-01-2008 IN 500/1000 1000 1123.87 8000000 446326 FEMALE ... 0 YES 7290 810 810 5670 Volkswagen Passat 1995 N
691189 430 59 10-01-2004 OH 250/500 2000 1326.62 7000000 477310 MALE ... 3 YES 81800 16360 8180 57260 Nissan Pathfinder 1998 N
537546 91 27 20-08-1994 IL 100/300 2000 1073.83 0 609930 FEMALE ... 2 ? 7260 1320 660 5280 BMW M5 2008 N
394975 217 39 02-06-2002 IN 100/300 1000 1530.52 0 603993 MALE ... 1 YES 4300 430 430 3440 Toyota Corolla 2000 N
524836 439 56 20-11-2008 IN 250/500 500 1082.49 0 606714 FEMALE ... 3 ? 56430 0 6270 50160 Honda CRV 2014 N
486676 271 42 15-08-2011 OH 100/300 500 1105.49 0 463181 FEMALE ... 3 ? 68310 12420 6210 49680 Audi A3 2003 Y
279422 227 38 27-10-2013 OH 500/1000 500 976.67 0 471600 FEMALE ... 2 ? 72200 14440 7220 50540 BMW M5 2013 Y
645258 244 40 04-07-1997 OH 500/1000 2000 1267.81 5000000 603123 FEMALE ... 1 ? 6600 660 1320 4620 Accura TL 2005 N
498140 284 48 15-05-1997 IN 500/1000 2000 769.95 0 605486 MALE ... 3 NO 60940 5540 11080 44320 Audi A3 2013 Y
614763 134 32 02-01-1991 IL 500/1000 500 1612.43 0 456762 FEMALE ... 1 YES 64240 11680 11680 40880 BMW 3 Series 2015 N
740019 295 48 17-06-2009 OH 250/500 1000 1148.73 0 439787 FEMALE ... 2 YES 5400 900 900 3600 Saab 95 1999 N
389238 279 41 06-06-2001 IL 250/500 500 1497.35 0 460742 FEMALE ... 3 NO 28800 0 3600 25200 Ford Fusion 2013 N
632627 464 61 07-10-1990 OH 500/1000 1000 1125.37 0 604450 FEMALE ... 2 YES 79800 6650 19950 53200 Saab 95 2000 Y
163161 298 47 11-11-1998 IL 500/1000 2000 1338.50 0 618929 FEMALE ... 0 ? 70590 10860 10860 48870 Saab 93 2000 Y
776860 261 42 11-01-2009 OH 250/500 500 1337.56 0 605141 FEMALE ... 2 YES 74700 7470 14940 52290 Dodge RAM 2010 N
395269 210 41 02-11-2012 IL 500/1000 500 1222.75 0 432781 MALE ... 0 NO 81070 14740 14740 51590 BMW X5 2001 N
981123 168 32 04-05-2000 IN 100/300 1000 1059.52 0 452748 MALE ... 1 ? 57720 14430 9620 33670 Saab 93 2007 N
330591 225 41 05-08-1993 OH 500/1000 2000 1103.58 0 475292 MALE ... 2 NO 70400 6400 12800 51200 Toyota Highlander 2011 Y
531640 245 39 21-04-2001 OH 250/500 500 964.79 8000000 460675 FEMALE ... 1 ? 72820 13240 6620 52960 BMW 3 Series 2010 N
155724 203 38 20-02-1998 IL 250/500 500 1394.43 0 606352 FEMALE ... 1 YES 55440 0 6160 49280 Nissan Maxima 1999 Y
428230 165 32 04-06-2012 IN 500/1000 500 1399.26 0 611586 FEMALE ... 0 ? 3960 330 660 2970 BMW M5 1998 N
469874 81 28 17-09-2011 IL 250/500 1000 1139.00 6000000 617858 FEMALE ... 2 ? 44730 4970 4970 34790 Saab 92x 2000 Y
620215 194 39 27-07-2005 IN 250/500 500 823.17 0 455689 MALE ... 2 NO 61500 6150 12300 43050 Dodge RAM 2012 N
618659 112 27 18-10-2005 OH 100/300 500 965.13 0 450341 FEMALE ... 1 ? 51000 8500 8500 34000 Nissan Pathfinder 2013 N
649082 24 33 19-01-1996 IL 500/1000 1000 1922.84 0 431277 FEMALE ... 1 NO 46800 4680 9360 32760 Jeep Wrangler 2002 N
437573 93 32 29-09-2005 OH 250/500 2000 1624.82 0 454656 MALE ... 1 ? 78120 17360 8680 52080 BMW 3 Series 2006 N
932502 200 40 11-05-2010 IL 100/300 1000 1439.34 0 444822 FEMALE ... 0 NO 3690 410 410 2870 Ford Escape 2015 N
935277 325 46 09-07-2013 IL 500/1000 500 1348.83 0 474360 FEMALE ... 2 YES 76120 13840 6920 55360 Toyota Camry 1999 N
456604 287 41 29-03-2004 IL 500/1000 2000 968.74 0 477519 MALE ... 3 ? 5170 470 940 3760 Suburu Forrestor 2001 N
139872 122 34 01-06-2006 IN 250/500 1000 1220.71 0 603639 MALE ... 1 YES 8190 1890 1260 5040 Chevrolet Silverado 2013 N
354105 22 29 08-06-1994 IN 250/500 2000 1238.62 6000000 463993 MALE ... 3 ? 70800 7080 14160 49560 Accura MDX 2012 Y
165485 106 31 12-02-1998 IL 500/1000 2000 1320.75 0 441491 FEMALE ... 3 YES 45630 5070 5070 35490 Accura MDX 2011 N
795686 214 41 24-10-2004 IL 500/1000 500 1398.51 4000000 472214 MALE ... 0 NO 64000 12800 6400 44800 BMW X6 1996 Y
395983 209 38 08-11-2009 OH 100/300 500 1355.08 0 614945 FEMALE ... 1 ? 47300 4730 4730 37840 Nissan Pathfinder 2014 N
217938 193 41 16-07-1995 OH 250/500 500 847.03 0 438555 FEMALE ... 0 YES 112320 17280 17280 77760 Suburu Impreza 2011 Y
203914 134 32 09-06-2001 OH 100/300 1000 1000.06 0 440961 FEMALE ... 0 ? 82720 7520 15040 60160 Audi A3 2014 N
565157 288 45 06-10-2002 IL 100/300 1000 1046.71 0 616714 MALE ... 1 ? 48060 10680 5340 32040 Mercedes C300 2009 N
781181 461 61 27-06-2005 OH 100/300 2000 1402.75 0 449557 MALE ... 1 YES 72100 7210 14420 50470 Jeep Wrangler 2006 N
299796 428 59 29-09-1999 IN 250/500 500 1344.36 7000000 473329 FEMALE ... 3 NO 6500 1300 650 4550 Saab 92x 2013 N
589749 45 38 14-05-2006 IN 100/300 1000 1197.71 0 470117 MALE ... 0 ? 78240 13040 13040 52160 Suburu Legacy 2013 N
854021 136 29 29-04-2010 OH 100/300 500 1203.24 0 600702 FEMALE ... 0 ? 6200 1240 620 4340 Honda Accord 1999 N
139484 278 48 24-07-1999 IN 500/1000 2000 1142.62 7000000 475588 FEMALE ... 0 ? 76050 11700 11700 52650 Chevrolet Silverado 1997 N
335780 14 28 22-07-2002 OH 250/500 2000 1587.96 0 601617 FEMALE ... 1 YES 71280 12960 12960 45360 Audi A5 2012 Y
140880 276 46 29-03-2005 IL 250/500 500 1448.84 0 430987 FEMALE ... 1 NO 5940 660 660 4620 Toyota Highlander 2015 N
288580 119 28 22-11-2012 OH 250/500 2000 1079.92 0 430886 MALE ... 1 YES 53600 6700 6700 40200 Volkswagen Jetta 2007 Y
425973 8 31 11-02-2003 IN 250/500 500 1229.16 4000000 604804 FEMALE ... 2 YES 48100 11100 7400 29600 Volkswagen Jetta 2014 N
648509 324 46 06-03-2010 IN 100/300 2000 897.89 6000000 618862 MALE ... 0 YES 79600 15920 15920 47760 Jeep Wrangler 2011 N
651861 235 39 07-01-2011 IL 100/300 500 1046.58 4000000 434982 MALE ... 1 NO 4950 450 900 3600 Chevrolet Silverado 2010 N
125324 53 36 13-09-2003 OH 500/1000 2000 1712.68 0 614233 MALE ... 0 YES 51100 10220 5110 35770 Audi A3 2006 N
391652 86 26 12-10-1998 OH 100/300 500 1382.88 7000000 434923 MALE ... 1 YES 81840 14880 7440 59520 Chevrolet Malibu 2011 Y
922167 296 46 23-02-1993 OH 100/300 1000 1141.35 7000000 476456 MALE ... 2 NO 54900 5490 5490 43920 Mercedes C300 2013 N
226330 177 34 23-01-2013 IL 100/300 2000 1057.77 0 477382 FEMALE ... 1 NO 18000 2250 2250 13500 Audi A3 2009 N
524230 81 25 23-02-2014 IN 100/300 500 920.30 5000000 461958 FEMALE ... 0 ? 73920 13440 6720 53760 Honda Civic 2003 Y
868283 252 39 06-02-2006 IN 250/500 1000 1086.21 0 455340 MALE ... 2 ? 50490 5610 5610 39270 Nissan Maxima 2001 N
918777 73 26 04-04-2003 IL 250/500 2000 1191.19 4000000 468813 MALE ... 1 YES 40160 5020 0 35140 Chevrolet Tahoe 2003 N
602410 196 36 16-01-1996 IN 250/500 2000 1463.07 0 615611 MALE ... 1 NO 5300 530 530 4240 Jeep Grand Cherokee 2001 Y
171254 285 43 07-11-1994 OH 100/300 2000 1512.58 0 452496 FEMALE ... 1 ? 2520 280 280 1960 BMW 3 Series 1997 N
505969 342 49 07-04-1998 OH 250/500 500 1722.95 0 472634 MALE ... 0 YES 76700 7670 7670 61360 Suburu Legacy 2006 N
547744 128 32 08-07-2001 OH 100/300 2000 768.91 0 443522 FEMALE ... 0 NO 59800 5980 5980 47840 Ford F150 1999 Y
598124 124 29 20-09-1993 OH 500/1000 500 1301.72 0 441726 MALE ... 3 YES 72000 7200 7200 57600 Audi A3 2005 N
218684 210 37 05-08-2006 IN 500/1000 2000 1048.46 0 466676 MALE ... 2 ? 7080 1180 590 5310 Dodge RAM 1999 N
743163 11 40 09-04-2001 OH 500/1000 2000 1217.69 0 440106 FEMALE ... 0 ? 53460 9720 9720 34020 Dodge Neon 2004 Y
509928 272 43 25-07-1995 OH 100/300 1000 1279.13 0 615226 MALE ... 2 YES 81070 7370 14740 58960 Audi A3 2006 Y
970607 38 28 28-03-1995 OH 250/500 1000 1019.44 0 437387 MALE ... 1 NO 7200 1440 720 5040 BMW X5 2004 N
174701 328 46 19-06-1996 IL 500/1000 500 1314.60 0 458139 FEMALE ... 3 ? 70290 12780 6390 51120 Saab 92x 1998 Y
114839 362 50 01-01-2006 IL 250/500 500 1198.34 4000000 619735 MALE ... 1 NO 57060 6340 6340 44380 Mercedes E400 1995 N
872734 241 38 19-05-1990 IN 100/300 2000 1003.23 0 470485 FEMALE ... 3 YES 77880 12980 12980 51920 Accura MDX 2008 N
629663 343 52 21-01-2002 IL 500/1000 1000 1053.02 0 602402 FEMALE ... 2 NO 47630 12990 4330 30310 Toyota Corolla 2005 Y
241562 154 37 28-01-2010 IL 250/500 1000 2047.59 0 439269 FEMALE ... 3 NO 79530 14460 7230 57840 Accura MDX 2000 N
511621 235 42 22-09-1990 IN 250/500 500 1072.62 0 444913 FEMALE ... 1 YES 69100 6910 6910 55280 Toyota Highlander 2006 N
476923 172 35 19-09-2004 IL 100/300 2000 1219.04 0 456602 MALE ... 0 NO 79750 14500 14500 50750 Nissan Pathfinder 1999 N
735822 27 28 28-08-1995 IN 100/300 2000 1371.78 0 451560 MALE ... 2 YES 53600 5360 10720 37520 Audi A5 2015 Y
280709 272 41 06-05-1991 OH 500/1000 2000 1608.34 0 466718 FEMALE ... 1 ? 71060 6460 12920 51680 Saab 92x 2010 N
547802 249 43 03-09-2013 IL 250/500 1000 1518.46 0 606238 FEMALE ... 0 YES 53500 5350 5350 42800 Saab 92x 2015 N
390381 190 40 27-01-2007 OH 500/1000 2000 965.21 0 610354 FEMALE ... 1 YES 6300 630 630 5040 Nissan Ultima 2001 N
629918 174 36 14-10-2005 IL 100/300 2000 1278.75 0 461328 FEMALE ... 2 NO 65400 10900 10900 43600 Dodge RAM 2012 N
187775 269 44 21-12-2002 OH 100/300 500 1297.75 4000000 451280 FEMALE ... 1 ? 98670 15180 15180 68310 Chevrolet Tahoe 2010 Y
326322 101 27 10-02-2007 IL 250/500 1000 433.33 0 603269 MALE ... 3 NO 5900 1180 590 4130 Mercedes E400 2009 N
146138 94 30 01-03-2002 IN 250/500 2000 1025.54 0 442632 FEMALE ... 3 YES 64100 6410 6410 51280 Chevrolet Malibu 2001 N
212674 440 61 01-09-1992 OH 250/500 500 1050.76 0 467942 MALE ... 3 NO 53640 5960 5960 41720 Nissan Maxima 2004 Y
843227 134 30 28-09-2007 OH 250/500 2000 1443.32 0 613287 FEMALE ... 2 YES 47790 5310 5310 37170 Suburu Impreza 1995 Y
283925 122 29 21-11-1991 OH 250/500 1000 1629.94 0 620104 FEMALE ... 1 NO 3850 350 350 3150 Dodge Neon 2014 N
475588 156 31 21-09-1996 IL 100/300 2000 1134.08 0 446895 MALE ... 0 ? 59000 5900 5900 47200 Ford Fusion 2013 Y
226725 244 40 11-08-1999 IN 500/1000 2000 1304.67 7000000 605408 MALE ... 1 ? 61490 5590 11180 44720 Dodge RAM 2001 N
889883 246 45 03-02-1999 IL 250/500 1000 1665.45 0 445853 MALE ... 2 ? 53280 11840 5920 35520 Toyota Camry 2006 Y
577810 369 55 15-04-2013 OH 250/500 2000 1589.54 0 444734 MALE ... 0 YES 85300 17060 8530 59710 Toyota Highlander 2003 N
727792 107 26 19-05-2014 OH 100/300 500 974.59 0 466838 FEMALE ... 0 NO 59700 11940 11940 35820 Nissan Ultima 2002 N
367595 243 43 03-02-2006 IN 500/1000 500 1307.74 0 466137 FEMALE ... 1 NO 37530 4170 4170 29190 Jeep Wrangler 2008 N
512813 108 33 27-01-1990 IL 100/300 2000 694.45 0 450703 FEMALE ... 1 YES 64350 5850 11700 46800 Nissan Pathfinder 2011 Y
987905 436 58 30-04-2002 OH 250/500 2000 1407.01 5000000 475705 MALE ... 2 ? 59900 11980 5990 41930 BMW X5 1997 Y
967756 189 36 28-04-2007 OH 250/500 2000 1388.58 0 459122 FEMALE ... 3 YES 79560 13260 13260 53040 Ford Escape 2009 N
786957 219 40 29-10-2006 OH 100/300 500 1134.91 0 452735 FEMALE ... 0 NO 6400 640 640 5120 Toyota Camry 1997 N
444422 59 40 28-09-2011 IL 250/500 2000 782.23 0 449221 MALE ... 2 NO 51570 5730 11460 34380 BMW X5 2010 N
689500 39 31 28-01-2003 IL 250/500 2000 1366.90 0 459322 FEMALE ... 0 NO 52700 10540 10540 31620 BMW X6 2014 Y
384618 156 37 09-02-1993 IN 250/500 500 1090.65 0 608331 MALE ... 2 YES 53400 5340 5340 42720 Honda Civic 2010 Y
756459 123 31 05-08-2005 IN 250/500 500 1326.00 0 438546 FEMALE ... 2 NO 72120 12020 12020 48080 Mercedes ML350 2009 N
419954 247 39 07-12-1993 IL 100/300 500 806.31 0 602177 FEMALE ... 3 ? 3300 600 0 2700 Dodge RAM 2003 N
426708 267 40 09-10-2009 IL 250/500 500 1155.53 5000000 465158 MALE ... 2 NO 5670 1260 630 3780 Ford F150 1997 N
771236 175 34 29-05-1995 OH 100/300 500 915.29 0 607893 FEMALE ... 1 YES 36720 4080 4080 28560 Honda Accord 2009 Y
235869 111 29 22-01-2011 IL 250/500 500 1239.55 2000000 464736 FEMALE ... 1 YES 52800 4800 9600 38400 Mercedes ML350 1996 Y
371635 156 37 13-10-1991 OH 500/1000 1000 1086.48 6000000 444903 MALE ... 1 YES 77440 14080 7040 56320 Suburu Legacy 1999 N
582973 10 26 11-06-2008 IN 100/300 2000 765.64 0 466191 MALE ... 3 ? 31350 2850 5700 22800 Honda Accord 2001 Y
278091 158 33 04-12-2013 OH 100/300 2000 1327.41 0 440930 FEMALE ... 0 ? 35000 3500 7000 24500 Suburu Legacy 2012 N
153154 436 59 21-08-2010 OH 500/1000 1000 1338.55 0 430380 MALE ... 2 NO 68000 13600 6800 47600 Toyota Corolla 2014 N
162004 1 33 19-09-1995 IL 250/500 500 903.32 0 451184 FEMALE ... 0 ? 31700 6340 3170 22190 Toyota Highlander 2006 N
576723 266 44 07-12-1999 IL 250/500 500 1611.83 0 460176 MALE ... 2 YES 32800 3280 3280 26240 BMW 3 Series 2012 N
414913 257 40 17-07-2012 IN 250/500 500 1379.93 0 608228 MALE ... 2 YES 51810 9420 4710 37680 Audi A3 2002 Y
818413 129 28 23-02-1990 OH 500/1000 1000 1377.94 0 442540 MALE ... 3 ? 44640 9920 4960 29760 Toyota Camry 2005 N
487356 283 46 30-08-2000 IL 500/1000 2000 1313.33 0 455332 FEMALE ... 3 NO 77660 7060 14120 56480 Nissan Maxima 2004 Y
865839 101 26 02-08-1991 IL 500/1000 1000 1371.88 0 462420 FEMALE ... 2 ? 3190 580 580 2030 Suburu Legacy 1995 N
406567 96 30 25-09-2001 OH 100/300 500 1399.27 6000000 448913 MALE ... 0 YES 53440 0 6680 46760 Ford Escape 2004 N
563878 120 30 16-07-2002 IN 250/500 500 956.69 0 438237 FEMALE ... 1 YES 87100 8710 8710 69680 Saab 92x 2000 N
620855 212 35 29-04-1990 IN 500/1000 2000 1123.89 0 468313 MALE ... 3 ? 50380 4580 4580 41220 Suburu Forrestor 1996 N
445973 66 26 13-11-1998 IL 250/500 1000 988.29 0 476502 MALE ... 2 YES 57860 0 10520 47340 Suburu Impreza 2008 Y
156694 334 47 24-05-2001 IL 500/1000 500 1238.89 0 600561 MALE ... 3 NO 6240 960 960 4320 Ford Fusion 2011 N
421940 216 38 03-06-2014 IN 100/300 1000 1384.64 5000000 600754 FEMALE ... 3 NO 66600 16650 11100 38850 Jeep Grand Cherokee 2012 Y
553565 257 43 18-02-1999 IN 500/1000 2000 929.70 6000000 618632 FEMALE ... 2 YES 63240 10540 5270 47430 Mercedes E400 2005 N
331595 230 39 29-11-1999 IL 100/300 1000 904.70 7000000 454530 FEMALE ... 3 NO 74200 14840 14840 44520 Accura TL 2002 Y
701521 270 44 05-07-2003 IL 500/1000 2000 1030.95 0 435985 FEMALE ... 0 NO 35900 7180 3590 25130 Audi A3 2007 Y
958785 475 57 18-02-1995 OH 100/300 500 1216.56 0 436522 MALE ... 2 NO 78000 6500 13000 58500 Suburu Forrestor 2000 N
563837 177 33 30-12-2002 IL 100/300 1000 1609.67 0 470128 MALE ... 3 ? 82800 20700 13800 48300 Jeep Grand Cherokee 2004 Y
386690 162 31 21-02-2006 IN 100/300 1000 1050.24 0 456789 FEMALE ... 0 NO 3600 360 720 2520 BMW X5 2013 Y
979285 154 36 17-12-2003 IL 250/500 2000 1313.51 7000000 600904 FEMALE ... 0 ? 2800 280 280 2240 Volkswagen Passat 2015 N
216738 10 19 05-08-2014 IN 250/500 1000 1185.78 0 478837 FEMALE ... 2 ? 48950 4450 8900 35600 Accura TL 2011 Y
954191 273 41 17-02-2010 OH 500/1000 1000 1403.90 0 449793 FEMALE ... 2 YES 44110 4010 8020 32080 Honda Accord 2015 N
457244 419 53 28-01-1998 IL 500/1000 2000 736.07 6000000 445339 MALE ... 0 YES 62280 5190 10380 46710 Suburu Forrestor 2012 N
206667 315 44 05-05-1993 IL 250/500 1000 974.16 6000000 438328 FEMALE ... 0 YES 26730 4860 4860 17010 Volkswagen Jetta 2006 N
745200 72 29 06-08-1994 OH 500/1000 500 973.80 0 479913 FEMALE ... 0 NO 66200 6620 6620 52960 Dodge Neon 2013 N
412703 32 26 14-11-2014 OH 100/300 2000 1260.32 6000000 460760 MALE ... 2 ? 45500 9100 4550 31850 Toyota Corolla 2009 N
736771 230 41 14-12-1991 IN 100/300 1000 1464.03 0 444797 MALE ... 0 ? 53040 4420 4420 44200 Audi A3 2006 N
347984 157 32 21-10-2009 OH 100/300 2000 617.11 0 436711 MALE ... 2 NO 50800 10160 5080 35560 Mercedes E400 2013 Y
626074 265 41 29-09-1997 IN 250/500 2000 1724.46 6000000 432491 FEMALE ... 3 ? 44200 4420 4420 35360 Audi A5 2014 N
999435 113 29 01-01-2008 OH 250/500 2000 1091.73 0 601213 MALE ... 2 YES 49950 5550 5550 38850 Nissan Ultima 2004 Y
204294 7 21 16-11-1991 IN 500/1000 1000 1342.72 0 445638 MALE ... 2 ? 62460 6940 6940 48580 Honda Accord 2003 N
751612 297 48 22-06-2009 IN 250/500 1000 1464.73 3000000 443861 MALE ... 0 NO 51480 5720 5720 40040 Toyota Highlander 2013 N
756981 406 58 02-10-2003 OH 250/500 2000 1117.04 0 605121 MALE ... 2 ? 65520 10920 5460 49140 Volkswagen Jetta 2009 N
463727 6 27 05-08-1992 OH 250/500 500 1075.71 0 604328 FEMALE ... 1 YES 3190 580 290 2320 Saab 95 2015 N
689901 344 51 28-04-1992 IN 100/300 2000 1398.46 0 455672 MALE ... 2 NO 82830 7530 15060 60240 Audi A5 2004 N
396224 65 30 08-09-2009 IN 100/300 500 1455.65 4000000 616706 FEMALE ... 3 NO 79800 15960 7980 55860 Honda Civic 1999 N
682178 280 41 18-12-1994 OH 500/1000 2000 1140.31 0 473243 MALE ... 3 YES 53020 9640 9640 33740 Toyota Corolla 1999 N
596298 269 45 23-08-1996 IN 500/1000 500 1330.46 0 435552 FEMALE ... 0 NO 24200 2200 4400 17600 Suburu Forrestor 2008 N
253005 275 40 20-11-1991 OH 250/500 2000 1190.60 0 434206 MALE ... 3 YES 43230 7860 7860 27510 Chevrolet Silverado 2001 N
631565 283 43 14-07-1997 IN 100/300 2000 1161.91 0 457722 FEMALE ... 3 NO 5850 1300 650 3900 BMW M5 2006 N
302669 56 29 29-06-2006 IL 100/300 1000 1523.17 0 610479 MALE ... 2 YES 94560 7880 15760 70920 Jeep Grand Cherokee 1995 N
971295 328 49 01-10-2001 OH 500/1000 500 1434.51 0 460535 FEMALE ... 2 YES 71440 8930 8930 53580 Mercedes ML350 2005 N
525224 147 37 02-10-1992 IN 250/500 1000 1306.78 0 466818 MALE ... 0 NO 81120 13520 20280 47320 Toyota Camry 1995 N
355085 8 21 09-10-2012 IN 500/1000 500 1021.90 0 464237 MALE ... 0 ? 91260 14040 14040 63180 Toyota Corolla 2012 N
830729 297 48 10-02-1993 IN 100/300 1000 1538.60 0 618455 FEMALE ... 0 ? 60600 6060 12120 42420 Ford Fusion 2004 N
651948 150 31 28-09-1994 IN 500/1000 1000 1354.50 0 456602 MALE ... 3 YES 64800 6480 12960 45360 Suburu Forrestor 2000 Y
424358 4 34 24-05-2003 OH 500/1000 500 1282.93 0 616126 FEMALE ... 0 ? 66880 6080 12160 48640 Chevrolet Silverado 1996 Y
268833 91 31 18-09-1999 IN 100/300 1000 1338.40 4000000 431937 FEMALE ... 0 NO 60570 6730 6730 47110 Nissan Maxima 2011 N
287489 167 36 03-02-1994 IL 100/300 1000 949.44 0 448603 FEMALE ... 0 NO 69680 8710 8710 52260 Mercedes ML350 2008 Y
497347 270 45 23-08-2003 OH 500/1000 500 1187.53 0 615383 FEMALE ... 0 YES 54340 9880 0 44460 Saab 92x 2005 N
847123 143 34 19-03-2014 IL 100/300 500 1442.27 0 435100 MALE ... 3 YES 58500 11700 5850 40950 Dodge RAM 1999 N
172307 146 32 06-12-1993 OH 100/300 2000 1276.43 0 431278 MALE ... 3 ? 59940 6660 6660 46620 Honda CRV 1995 N
432068 61 23 09-03-2007 IL 100/300 500 1111.72 0 448857 MALE ... 2 ? 41850 4650 4650 32550 Suburu Legacy 1997 N
903203 255 44 03-01-2004 OH 500/1000 2000 814.96 6000000 435267 FEMALE ... 2 NO 6400 640 1280 4480 Mercedes ML350 2005 Y
506333 239 39 22-06-1990 IL 100/300 500 1396.83 0 442308 FEMALE ... 3 NO 76890 6990 13980 55920 BMW X6 2007 N
722747 20 37 02-09-2011 IL 250/500 500 1482.14 0 613936 FEMALE ... 1 NO 60750 6750 6750 47250 Suburu Forrestor 2003 N
248467 126 30 06-10-2012 IL 250/500 2000 1171.75 0 472163 FEMALE ... 3 NO 48730 4430 4430 39870 Chevrolet Malibu 2011 N
910622 78 24 22-03-1992 IN 100/300 500 1175.51 0 474792 MALE ... 1 YES 7480 680 680 6120 Dodge Neon 2003 N
137675 123 28 03-12-2012 IL 100/300 2000 1836.02 0 470559 MALE ... 1 YES 79800 13300 6650 59850 Volkswagen Passat 2011 Y
758740 33 33 04-08-1997 IL 500/1000 1000 1096.79 6000000 446898 FEMALE ... 1 ? 81400 8140 8140 65120 BMW M5 1998 N
574637 411 56 30-07-1992 IL 250/500 1000 1595.28 0 479320 FEMALE ... 0 ? 38610 3510 3510 31590 Volkswagen Passat 2007 N
373600 225 37 01-12-2000 OH 100/300 1000 1217.84 5000000 443462 FEMALE ... 2 NO 57600 9600 9600 38400 Volkswagen Passat 2015 N
396590 460 57 07-11-1997 OH 100/300 2000 1567.37 0 602514 FEMALE ... 3 NO 58300 5830 11660 40810 Nissan Maxima 2014 Y
218456 245 42 16-07-2002 IL 500/1000 1000 1575.74 7000000 614265 MALE ... 2 ? 6490 590 1180 4720 Toyota Camry 2011 Y
971338 380 56 04-11-2004 OH 100/300 1000 1570.86 0 454685 MALE ... 1 YES 58160 7270 7270 43620 Saab 95 1996 Y
167231 66 28 26-01-1994 IN 100/300 2000 1472.77 0 471366 MALE ... 1 ? 48290 8780 8780 30730 Nissan Maxima 1995 N
807369 69 24 19-06-1992 IN 500/1000 500 1418.50 0 614948 FEMALE ... 0 NO 63300 12660 6330 44310 Dodge RAM 2012 N
203250 231 43 22-04-2010 IN 100/300 2000 1331.69 0 469653 FEMALE ... 2 NO 66950 10300 10300 46350 Chevrolet Malibu 2015 N
156636 261 46 10-09-2000 IN 100/300 1000 870.55 0 465631 MALE ... 3 ? 80280 13380 13380 53520 Chevrolet Tahoe 2013 N
284143 321 44 23-04-2008 IL 500/1000 2000 1344.56 6000000 443344 MALE ... 2 NO 4680 520 0 4160 Accura MDX 1999 N
740518 0 32 18-02-2011 OH 500/1000 1000 1377.04 0 441363 MALE ... 1 NO 39720 6620 6620 26480 Accura MDX 2002 N
445289 405 58 24-04-2012 IL 250/500 500 1237.88 0 462683 MALE ... 0 ? 63580 5780 5780 52020 Mercedes ML350 1997 Y
357949 1 29 24-05-2006 OH 500/1000 500 854.58 0 612826 FEMALE ... 3 YES 86790 7890 23670 55230 Honda CRV 2003 N
231127 289 48 29-08-1995 IL 500/1000 500 1173.37 8000000 461744 FEMALE ... 0 ? 42900 8580 0 34320 Accura TL 1999 N
265093 83 24 01-01-2006 IN 500/1000 1000 1070.63 0 462106 FEMALE ... 1 NO 61600 6160 12320 43120 Honda CRV 2003 N
963680 283 48 04-01-2003 OH 500/1000 1000 1474.66 0 446755 FEMALE ... 3 NO 6560 820 820 4920 Volkswagen Jetta 2003 N
445694 194 34 24-05-2004 IL 250/500 1000 1193.45 0 464743 MALE ... 1 YES 58800 11760 5880 41160 Nissan Pathfinder 1997 N
215534 184 38 12-09-1994 IL 250/500 1000 1437.53 0 437889 FEMALE ... 2 NO 53730 11940 5970 35820 Dodge RAM 2013 Y
168260 284 48 01-03-1991 OH 250/500 1000 1168.80 0 444232 FEMALE ... 3 YES 35750 6500 3250 26000 Mercedes E400 2001 N
538955 65 27 29-09-2001 IN 100/300 1000 1164.97 0 477695 FEMALE ... 2 YES 42840 3570 7140 32130 Chevrolet Silverado 2004 N
243226 222 39 10-01-2012 IL 250/500 1000 1232.72 0 458237 MALE ... 0 NO 87960 14660 14660 58640 Jeep Wrangler 1999 Y
505014 379 54 27-12-2001 IL 100/300 500 1251.16 0 447750 FEMALE ... 1 NO 75960 6330 6330 63300 Jeep Grand Cherokee 2010 N
534982 354 48 08-04-2003 IL 500/1000 2000 1526.11 5000000 469650 FEMALE ... 3 YES 90240 15040 15040 60160 Chevrolet Malibu 1995 N
110408 342 53 14-11-2005 IN 100/300 1000 1028.44 0 602304 FEMALE ... 0 NO 80960 14720 7360 58880 Accura MDX 2000 N
871432 254 46 15-07-2004 IL 250/500 2000 1472.43 0 619794 MALE ... 3 YES 63580 5780 11560 46240 Volkswagen Jetta 2004 N
689034 138 30 09-01-2002 OH 500/1000 500 1093.07 4000000 463291 FEMALE ... 2 NO 83160 6930 13860 62370 Volkswagen Jetta 2011 N
743092 239 41 11-11-2013 OH 250/500 1000 1325.44 7000000 474898 FEMALE ... 2 YES 10790 1660 830 8300 Mercedes E400 2013 N
811042 131 29 04-07-2013 IN 250/500 1000 978.27 0 479821 FEMALE ... 3 NO 76400 15280 7640 53480 Suburu Forrestor 2003 N
505316 230 43 30-06-2002 IN 100/300 2000 1221.14 0 473394 MALE ... 2 ? 75460 13720 13720 48020 Audi A5 2002 N
950880 210 38 19-12-1998 IN 250/500 500 999.52 0 615229 MALE ... 2 NO 8640 1440 720 6480 Accura TL 2008 N
788502 101 29 31-08-2014 OH 250/500 500 1380.89 0 620197 MALE ... 1 ? 67210 12220 12220 42770 BMW X6 1996 N
627486 153 37 10-11-2005 IN 500/1000 500 1010.77 0 438215 MALE ... 3 NO 42500 4250 4250 34000 Volkswagen Jetta 1999 N
618682 185 35 04-03-2000 IN 500/1000 2000 1421.59 0 442695 MALE ... 3 YES 4950 900 450 3600 Ford F150 2011 N
663938 194 38 26-01-2011 IN 100/300 2000 1231.25 0 604333 FEMALE ... 0 ? 53680 4880 9760 39040 Toyota Camry 2011 N
919875 27 27 29-06-2002 IN 100/300 2000 1118.76 0 470866 FEMALE ... 3 ? 61560 6840 6840 47880 Ford Fusion 2008 N
113464 180 33 19-04-2009 IN 500/1000 2000 1005.47 0 441871 FEMALE ... 3 YES 57700 11540 5770 40390 Jeep Grand Cherokee 2002 N
403776 371 54 27-04-2012 IN 100/300 2000 1317.97 0 469853 MALE ... 2 ? 32280 5380 5380 21520 Ford Fusion 2010 Y
502634 282 46 17-08-1991 OH 100/300 2000 1558.86 0 450800 MALE ... 2 NO 69400 13880 6940 48580 BMW M5 2012 N
641934 51 34 25-12-2013 OH 500/1000 500 1430.80 0 461264 MALE ... 3 NO 64200 6420 19260 38520 Honda Civic 2007 Y
633090 96 27 17-02-2009 IL 100/300 1000 1631.10 0 437323 FEMALE ... 2 NO 6030 670 670 4690 Nissan Pathfinder 2007 N
464234 180 35 17-07-2005 IL 500/1000 1000 1252.48 0 432148 MALE ... 3 NO 5100 1020 510 3570 Chevrolet Malibu 2000 N
638155 463 59 03-08-1994 IL 250/500 1000 979.73 0 601848 FEMALE ... 2 NO 72400 7240 14480 50680 Chevrolet Tahoe 1999 Y
106186 75 25 02-12-2011 IL 500/1000 1000 1389.86 0 472475 FEMALE ... 3 YES 65100 6510 6510 52080 Saab 93 2011 N
311783 193 40 25-02-2005 OH 100/300 500 1233.85 0 457463 FEMALE ... 1 YES 64260 0 14280 49980 Ford Escape 1999 N
528385 43 43 07-11-1997 IL 500/1000 500 1320.39 0 604861 FEMALE ... 1 ? 79970 7270 21810 50890 Honda CRV 1996 Y
710741 286 41 12-09-2001 IL 100/300 500 1106.77 0 603320 FEMALE ... 0 NO 5000 500 500 4000 Dodge RAM 2003 N
276804 3 29 27-11-1992 IL 100/300 500 995.70 5000000 615446 FEMALE ... 1 ? 5000 500 1000 3500 Mercedes E400 2008 Y
507545 286 41 07-12-1998 IL 250/500 1000 1298.85 6000000 435967 FEMALE ... 3 YES 54450 6050 12100 36300 Saab 92x 2007 N
796375 64 29 22-10-2011 OH 250/500 2000 1202.28 0 479327 MALE ... 2 NO 43700 4370 4370 34960 Nissan Pathfinder 2007 Y
171183 98 31 01-02-1990 IN 100/300 500 671.92 0 468300 MALE ... 0 ? 64080 7120 7120 49840 Ford Escape 1997 N
143924 75 27 10-12-1993 OH 100/300 1000 1141.10 0 468515 MALE ... 1 YES 71640 5970 11940 53730 Toyota Highlander 2008 N
284834 110 27 03-08-2009 OH 500/1000 1000 1664.66 0 465921 FEMALE ... 3 ? 57500 5750 5750 46000 Audi A3 2010 N
927205 137 30 16-12-2011 IL 250/500 500 1039.55 0 466393 MALE ... 1 ? 74030 6730 13460 53840 Chevrolet Tahoe 2005 N
655356 56 42 07-07-1996 IL 250/500 500 1339.39 0 471786 FEMALE ... 2 YES 61490 11180 11180 39130 BMW X5 1998 N
432740 131 33 09-10-1990 IL 100/300 2000 1081.17 0 445120 MALE ... 1 NO 4900 490 490 3920 Toyota Camry 2010 N
893853 153 34 27-02-1994 IL 250/500 500 991.39 0 449260 MALE ... 0 NO 77770 14140 14140 49490 Nissan Pathfinder 2000 N
594988 255 43 06-05-2007 IN 500/1000 500 984.02 0 472724 FEMALE ... 2 ? 74700 7470 14940 52290 Nissan Maxima 2007 Y
191891 97 28 11-02-2010 OH 100/300 1000 830.31 0 443854 MALE ... 0 ? 45270 10060 10060 25150 Jeep Wrangler 2006 N
714346 438 57 05-10-1991 OH 500/1000 500 1119.29 0 616164 FEMALE ... 0 NO 40700 4070 4070 32560 Volkswagen Passat 2000 Y
326289 87 27 03-01-2004 OH 100/300 500 1048.39 0 620962 FEMALE ... 1 YES 34650 6300 3150 25200 Ford F150 1996 N
944537 27 28 23-07-1992 OH 500/1000 1000 1074.47 0 465201 MALE ... 0 ? 3200 400 400 2400 Jeep Grand Cherokee 2012 N
779156 206 42 10-10-1993 IL 500/1000 1000 1230.76 0 470488 MALE ... 1 NO 78980 7180 14360 57440 Saab 92x 1997 Y
136520 228 40 01-03-1997 IN 100/300 500 1450.98 0 478609 MALE ... 2 NO 6050 1100 1100 3850 Toyota Camry 2010 N
912665 330 47 28-05-2014 IL 100/300 2000 1133.27 0 432218 FEMALE ... 2 YES 60500 11000 5500 44000 Ford F150 1999 Y
469966 128 35 22-07-2004 IN 500/1000 500 1366.60 0 620493 FEMALE ... 1 NO 88220 16040 16040 56140 Chevrolet Malibu 2008 N
155912 140 35 21-03-2008 OH 100/300 1000 1520.78 0 470538 FEMALE ... 2 YES 2860 520 260 2080 Chevrolet Tahoe 1997 Y
409074 34 34 19-03-1992 OH 500/1000 500 1295.87 0 438529 FEMALE ... 0 NO 50800 5080 5080 40640 Audi A3 1997 Y
824728 290 48 24-04-2013 IL 250/500 500 1161.03 5000000 469742 MALE ... 1 ? 41520 5190 5190 31140 Nissan Ultima 2014 N
606037 182 38 10-04-2009 OH 500/1000 2000 1441.06 0 435534 FEMALE ... 3 YES 89650 8150 16300 65200 Dodge RAM 2005 N
111874 143 32 05-07-2000 IL 500/1000 1000 1464.42 0 468986 FEMALE ... 0 NO 62260 5660 5660 50940 Saab 92x 1995 N
463513 254 40 23-04-1995 IL 250/500 500 1390.89 5000000 453719 MALE ... 2 ? 53460 9720 4860 38880 Volkswagen Jetta 2009 N
757352 112 32 21-12-1999 OH 500/1000 1000 1238.92 0 453400 MALE ... 2 ? 5060 460 920 3680 Honda CRV 2012 N
307469 16 32 28-07-2002 IL 100/300 1000 968.46 0 615767 MALE ... 2 ? 59400 6600 13200 39600 Dodge RAM 1995 Y
298412 107 32 06-05-2002 OH 100/300 500 1172.82 4000000 440680 MALE ... 3 NO 3900 780 390 2730 Ford F150 2010 N
261905 252 39 28-02-2004 IL 500/1000 500 1312.22 9000000 609949 MALE ... 3 NO 59400 11880 5940 41580 Jeep Grand Cherokee 2010 Y
674485 303 43 14-01-1999 OH 500/1000 1000 671.01 7000000 479655 FEMALE ... 0 ? 60210 6690 6690 46830 Nissan Maxima 2013 N
223404 101 32 23-01-2002 IL 250/500 500 895.14 0 439964 MALE ... 3 YES 43600 8720 4360 30520 Suburu Legacy 2010 N
941807 316 46 25-06-2011 OH 100/300 500 1219.94 7000000 431968 FEMALE ... 1 YES 63100 6310 12620 44170 Accura TL 2000 N
437442 344 51 27-06-2008 IL 100/300 1000 959.83 0 435809 FEMALE ... 2 YES 75400 17400 11600 46400 BMW X6 2006 Y
730973 209 36 11-01-2010 IN 100/300 2000 1223.39 0 452218 FEMALE ... 3 ? 65440 8180 8180 49080 Jeep Wrangler 2014 N
998865 80 28 05-12-2014 IL 500/1000 1000 1740.57 0 442142 FEMALE ... 1 ? 33480 3720 3720 26040 Dodge Neon 2011 N
749325 276 45 22-03-2000 IL 500/1000 500 948.10 0 430621 FEMALE ... 2 ? 69300 13860 6930 48510 Ford Escape 2010 N
698470 222 38 17-06-2008 IN 100/300 2000 1157.97 0 433853 MALE ... 2 YES 60480 6720 6720 47040 Accura TL 2001 N
238196 194 41 15-02-1993 IL 250/500 500 1203.81 0 613119 MALE ... 2 ? 95900 13700 20550 61650 Saab 95 1999 N
206004 199 38 26-09-1991 IL 250/500 1000 1281.25 0 467780 FEMALE ... 2 NO 44440 8080 4040 32320 BMW X6 2007 Y
654974 73 30 10-05-2009 OH 100/300 500 803.36 0 435371 FEMALE ... 0 YES 57000 0 11400 45600 Audi A3 2013 N
641845 176 36 30-03-1995 OH 250/500 500 1865.83 5000000 436173 MALE ... 1 YES 47300 4300 8600 34400 Volkswagen Jetta 2006 N
794534 145 37 14-12-1991 OH 250/500 2000 1434.27 0 457234 FEMALE ... 3 ? 55110 5010 10020 40080 Nissan Maxima 2002 N
639027 270 41 21-06-1994 IL 250/500 1000 817.28 0 460263 MALE ... 1 NO 60190 4630 9260 46300 Mercedes ML350 2014 Y
669800 456 62 24-06-2009 OH 250/500 1000 1395.77 0 611651 FEMALE ... 3 NO 66480 5540 11080 49860 Saab 92x 2012 Y
153298 130 34 23-03-2009 OH 100/300 500 990.11 0 442666 MALE ... 3 YES 5830 1060 1060 3710 Dodge RAM 2015 N
804751 189 39 11-09-1997 OH 250/500 2000 838.02 0 450702 FEMALE ... 0 YES 64400 6440 6440 51520 Dodge Neon 1997 N
713172 140 32 23-10-1996 IL 250/500 1000 985.97 5000000 457793 FEMALE ... 3 ? 82170 14940 7470 59760 Chevrolet Silverado 1995 Y
621756 243 41 21-04-1997 IN 100/300 1000 1129.23 0 470190 FEMALE ... 0 YES 50300 10060 5030 35210 Suburu Legacy 1999 Y
947598 219 43 20-06-2002 IN 100/300 1000 1114.29 0 465136 FEMALE ... 2 YES 66660 6060 6060 54540 Toyota Highlander 2006 N
374545 149 34 28-08-2005 IN 250/500 500 664.86 0 608963 FEMALE ... 1 NO 105040 16160 16160 72720 Dodge RAM 1999 N
180286 160 33 08-02-2009 IL 500/1000 1000 1422.78 0 616583 FEMALE ... 3 YES 52800 5280 5280 42240 Nissan Pathfinder 2006 N
662088 224 42 06-03-2005 OH 500/1000 500 1212.75 0 455913 FEMALE ... 0 YES 55200 9200 13800 32200 Honda Civic 1998 N
178081 385 51 20-07-1990 IN 250/500 1000 976.37 0 602842 FEMALE ... 3 ? 67600 13520 6760 47320 Suburu Legacy 2007 N
398683 373 55 30-04-2007 IN 250/500 500 1607.36 0 444626 MALE ... 2 NO 60600 6060 12120 42420 Dodge RAM 2007 Y
786432 435 58 15-11-1997 IN 100/300 2000 1145.85 0 471784 MALE ... 1 YES 41490 9220 4610 27660 Mercedes E400 2004 N
938634 144 35 30-08-1993 IL 100/300 500 1427.46 0 444922 MALE ... 0 ? 87900 17580 8790 61530 Dodge Neon 1995 N
482495 92 32 29-01-1998 IL 500/1000 500 1592.41 0 474324 MALE ... 3 YES 53400 5340 5340 42720 Jeep Wrangler 1996 N
327488 155 35 09-08-1993 OH 250/500 1000 919.37 0 459537 FEMALE ... 3 ? 48360 8060 8060 32240 Nissan Maxima 1997 N
715202 78 31 02-04-1991 OH 250/500 1000 1377.23 0 440757 FEMALE ... 1 ? 52290 5810 11620 34860 Nissan Maxima 1997 N
516959 264 43 01-05-2010 IL 100/300 500 1508.12 6000000 433275 MALE ... 1 NO 60750 13500 6750 40500 Jeep Wrangler 2015 Y
984456 66 30 24-06-2003 IN 500/1000 500 484.67 0 608309 FEMALE ... 2 YES 65560 11920 11920 41720 Volkswagen Passat 2015 Y
786103 188 37 24-09-1994 OH 100/300 500 1457.21 0 471785 FEMALE ... 0 YES 45000 5000 5000 35000 Suburu Forrestor 2003 N
185124 169 37 07-12-2001 IL 100/300 1000 936.19 0 454776 MALE ... 1 YES 57900 17370 5790 34740 Audi A5 2005 N
362407 209 39 06-12-1996 IN 100/300 500 1264.99 0 614169 MALE ... 1 NO 37800 8400 4200 25200 Chevrolet Silverado 1995 N
389525 210 37 10-07-2012 OH 500/1000 500 1467.76 0 601425 FEMALE ... 3 YES 63300 6330 6330 50640 Toyota Highlander 2000 N
488724 239 40 29-11-2004 IN 100/300 500 1463.95 0 430567 FEMALE ... 0 YES 69740 6340 6340 57060 Dodge Neon 2003 N
338070 446 61 25-01-2006 IN 500/1000 1000 1037.32 0 438837 FEMALE ... 1 NO 80880 6740 13480 60660 Nissan Ultima 2005 N
865607 476 61 18-04-1993 IN 250/500 1000 1562.80 0 458997 FEMALE ... 2 YES 49390 8980 4490 35920 Suburu Legacy 2009 N
725330 169 34 21-07-1996 IN 100/300 500 1469.75 0 458132 FEMALE ... 0 YES 38700 7740 3870 27090 Volkswagen Passat 2012 N
272330 297 47 29-11-2009 IN 250/500 500 1616.65 7000000 456363 MALE ... 3 YES 44400 5550 5550 33300 Jeep Grand Cherokee 1999 N
728025 421 56 15-02-1990 IN 100/300 500 1935.85 4000000 470826 MALE ... 3 ? 92730 16860 8430 67440 Mercedes E400 2004 Y
753056 140 36 03-05-1991 IN 250/500 500 1363.59 0 468303 FEMALE ... 0 YES 79500 7950 7950 63600 Chevrolet Tahoe 2000 N
910365 200 34 19-12-2001 IN 250/500 1000 828.42 3000000 467762 FEMALE ... 2 NO 56000 5600 5600 44800 Chevrolet Malibu 2009 N
824116 135 34 05-05-1998 IL 250/500 2000 1687.53 0 465674 FEMALE ... 2 NO 78200 15640 7820 54740 Audi A3 2009 N
322613 110 33 16-04-1995 IN 250/500 1000 1183.48 0 442389 MALE ... 3 NO 55200 13800 9200 32200 Saab 93 2015 Y
886473 282 48 10-03-1991 OH 500/1000 2000 1422.56 7000000 473705 FEMALE ... 2 NO 3520 640 320 2560 Accura MDX 2013 N
833321 215 38 01-03-2010 IN 250/500 500 1405.71 0 465376 FEMALE ... 1 NO 70700 7070 14140 49490 Volkswagen Passat 2008 N
521592 140 30 15-06-2014 IL 100/300 500 1354.20 0 438775 FEMALE ... 0 ? 60170 5470 10940 43760 Nissan Pathfinder 2006 N
254837 250 42 25-11-2004 IN 100/300 500 1055.60 0 457962 MALE ... 1 ? 74800 13600 6800 54400 Ford Fusion 2009 Y
476839 65 29 09-08-1990 IL 250/500 1000 1726.91 0 456570 MALE ... 0 ? 7200 720 1440 5040 Audi A5 1999 N
149601 187 34 28-03-2003 IN 500/1000 500 1232.57 0 612986 FEMALE ... 0 ? 45100 8200 4100 32800 Nissan Pathfinder 2011 N
630683 386 53 23-10-2007 OH 250/500 500 1078.65 0 615730 MALE ... 3 YES 66660 12120 6060 48480 Honda Civic 2006 N
569245 293 49 05-12-1995 IL 100/300 2000 1239.06 0 439360 FEMALE ... 1 ? 57310 5210 10420 41680 Volkswagen Passat 2002 N
907012 179 32 15-12-1996 OH 500/1000 2000 1246.68 0 440251 FEMALE ... 1 ? 53100 5900 5900 41300 Suburu Impreza 2006 N
528259 370 55 22-12-2012 IN 500/1000 2000 1389.13 7000000 456203 MALE ... 2 ? 9000 900 1800 6300 Mercedes ML350 2015 N
728839 233 39 02-01-2001 OH 500/1000 2000 1524.18 0 605220 MALE ... 0 YES 48870 5430 5430 38010 Saab 95 1999 N
264221 297 48 28-07-2014 IL 500/1000 1000 1243.68 0 463331 MALE ... 2 ? 54960 6870 0 48090 Toyota Corolla 2002 Y
672416 147 37 20-04-2013 IN 500/1000 2000 1375.29 0 609226 FEMALE ... 1 ? 56160 6240 6240 43680 Ford Fusion 2015 Y
521854 198 36 16-02-2001 IN 250/500 1000 1096.39 0 603848 MALE ... 3 YES 49410 5490 5490 38430 Audi A3 2015 N
737252 290 45 18-11-1993 OH 500/1000 2000 1215.36 0 617739 MALE ... 1 NO 66200 6620 6620 52960 Suburu Impreza 2012 N
898519 233 43 21-05-2000 OH 250/500 1000 954.18 0 437470 FEMALE ... 3 YES 42500 8500 4250 29750 Nissan Pathfinder 2000 N
101421 91 26 19-10-1999 IL 250/500 1000 1022.46 0 444896 FEMALE ... 2 ? 74200 7420 7420 59360 Jeep Wrangler 1996 N
737483 218 43 14-02-1996 IL 250/500 500 1521.55 0 477856 FEMALE ... 3 YES 68200 13640 6820 47740 Dodge RAM 2003 Y
979963 260 43 03-06-2009 IN 100/300 500 982.22 0 604279 FEMALE ... 0 ? 75400 15080 7540 52780 Honda CRV 2011 N
130156 322 49 24-09-2001 IL 250/500 2000 1277.12 0 431853 FEMALE ... 2 YES 42240 7680 7680 26880 Chevrolet Malibu 2007 N
676255 405 57 28-12-1999 IN 500/1000 1000 1132.47 4000000 434293 MALE ... 3 ? 61440 10240 10240 40960 Saab 93 2008 N
815883 398 55 02-07-1991 OH 250/500 2000 1305.26 0 455482 MALE ... 3 YES 36740 3340 6680 26720 BMW X5 1998 Y
258265 9 30 10-04-1994 IL 100/300 1000 1073.83 0 438877 FEMALE ... 0 NO 85690 15580 15580 54530 BMW 3 Series 2011 N
698589 479 60 28-11-2002 IL 500/1000 1000 1188.45 0 459295 FEMALE ... 3 ? 53900 5390 10780 37730 Saab 95 2006 N
330119 215 35 15-06-2004 IL 500/1000 1000 1125.40 0 606144 MALE ... 1 NO 2640 220 440 1980 Jeep Wrangler 2001 N
927354 45 31 15-09-1990 IN 100/300 500 1459.50 0 475891 MALE ... 3 ? 6000 1000 1000 4000 Suburu Impreza 2000 N
231508 156 38 16-09-2009 IL 100/300 500 1367.99 0 462525 MALE ... 3 ? 55200 11040 5520 38640 Saab 92x 1998 Y
868031 425 53 24-06-1990 OH 250/500 2000 912.29 0 464808 FEMALE ... 2 ? 97080 16180 16180 64720 Saab 92x 2005 N
744557 192 38 25-02-2011 IN 500/1000 1000 1281.43 0 432405 FEMALE ... 2 NO 30700 3070 6140 21490 Jeep Wrangler 2010 N
727109 98 26 20-02-2001 IN 500/1000 2000 1082.10 0 477268 MALE ... 1 YES 65430 14540 7270 43620 Jeep Wrangler 2001 N
608443 259 45 21-12-2006 IL 500/1000 2000 1175.07 0 457121 MALE ... 1 NO 87780 7980 7980 71820 Honda CRV 2011 N
727443 186 38 01-07-2013 OH 100/300 500 922.85 0 471148 MALE ... 1 YES 3600 400 400 2800 Honda Civic 1999 N
398484 277 46 07-11-1992 IL 250/500 2000 1177.57 0 469220 FEMALE ... 3 NO 3870 430 860 2580 Jeep Wrangler 2010 N
752504 211 38 15-05-1997 IN 250/500 1000 1055.09 0 433250 FEMALE ... 3 YES 91520 8320 16640 66560 BMW X6 2005 Y
967713 243 44 25-12-1997 IL 250/500 500 809.11 0 600208 MALE ... 1 YES 51400 5140 10280 35980 Honda Civic 1996 N
840225 154 34 05-10-1999 OH 100/300 1000 1041.36 0 448436 FEMALE ... 3 YES 74360 13520 13520 47320 Toyota Highlander 2005 Y
643226 204 40 07-04-1992 OH 250/500 1000 1693.83 7000000 447976 MALE ... 0 ? 53400 5340 5340 42720 Honda CRV 2003 N
535879 458 59 05-03-2009 IN 100/300 1000 1685.69 0 472236 FEMALE ... 2 YES 71800 14360 14360 43080 Jeep Grand Cherokee 1995 N
746630 147 31 10-02-1997 IN 250/500 500 1054.92 6000000 468232 FEMALE ... 0 ? 68240 8530 0 59710 Toyota Corolla 2013 Y
598308 279 45 28-01-1992 IN 250/500 2000 1333.97 6000000 620819 FEMALE ... 0 ? 61050 11100 11100 38850 Dodge RAM 2011 Y
720356 308 47 16-09-2013 OH 100/300 1000 1013.61 6000000 452349 FEMALE ... 1 YES 5590 860 860 3870 Suburu Impreza 2002 N
724752 284 48 16-05-2008 IL 500/1000 500 958.30 0 464646 FEMALE ... 0 ? 46860 8520 8520 29820 Volkswagen Passat 1998 N
231548 31 32 07-09-1999 IL 100/300 2000 1263.48 4000000 442948 FEMALE ... 0 ? 63600 5300 10600 47700 Audi A5 1997 Y
193213 407 55 11-03-1996 OH 100/300 1000 1250.08 5000000 474598 FEMALE ... 3 YES 68160 11360 11360 45440 Ford Escape 2010 N
125591 187 37 08-08-2013 IN 500/1000 1000 1412.06 5000000 450947 FEMALE ... 3 ? 57700 5770 5770 46160 Nissan Maxima 2000 N
437960 128 35 03-04-2001 IN 250/500 1000 1074.99 0 453620 FEMALE ... 0 ? 7590 1380 690 5520 Accura MDX 2012 N
390256 163 37 25-11-2009 IN 500/1000 1000 1200.33 4000000 477631 FEMALE ... 1 YES 3900 390 780 2730 Volkswagen Jetta 2008 Y
488597 80 26 08-05-2001 IL 100/300 1000 1343.00 0 443625 MALE ... 0 NO 90400 9040 9040 72320 BMW 3 Series 1995 N
844062 398 55 25-05-1990 OH 250/500 500 862.19 0 606858 MALE ... 3 ? 6600 600 1200 4800 Accura MDX 2012 N
221854 232 44 03-10-1994 OH 250/500 2000 1181.64 0 454552 MALE ... 1 YES 55400 5540 11080 38780 Jeep Grand Cherokee 2002 Y
889764 143 33 30-11-1993 OH 500/1000 1000 1200.09 0 454191 FEMALE ... 2 ? 70400 14080 7040 49280 Accura RSX 2002 N
929306 266 42 06-03-2003 IN 100/300 500 1093.83 4000000 468454 MALE ... 1 NO 53280 4440 8880 39960 Suburu Impreza 2015 Y
515457 89 32 18-12-1996 IN 250/500 1000 988.93 0 614187 FEMALE ... 3 YES 84590 15380 15380 53830 Dodge Neon 1999 N
525862 50 44 18-10-2000 OH 250/500 2000 1188.51 0 447469 MALE ... 2 NO 61100 6110 12220 42770 Dodge Neon 2008 N
490514 230 43 09-02-2007 IN 500/1000 2000 1101.83 0 451529 MALE ... 3 YES 51900 5190 10380 36330 BMW M5 2011 Y
774895 17 39 28-10-2006 IL 250/500 1000 840.95 0 431202 FEMALE ... 1 ? 3440 430 430 2580 Suburu Legacy 2002 N
669809 29 32 05-04-2002 OH 100/300 1000 1722.50 0 453713 MALE ... 2 ? 76900 7690 7690 61520 Jeep Wrangler 1995 N
836349 235 39 01-05-2013 IL 500/1000 2000 1453.61 4000000 619570 MALE ... 3 ? 60320 9280 9280 41760 Chevrolet Tahoe 2012 Y
663190 286 43 05-02-1994 IL 100/300 500 1564.43 3000000 477644 FEMALE ... 2 YES 34290 3810 3810 26670 Jeep Grand Cherokee 2013 N
674570 124 28 08-12-2001 OH 250/500 1000 1235.14 0 443567 MALE ... 1 ? 60200 6020 6020 48160 Volkswagen Passat 2012 N
681486 141 30 24-03-2007 IN 500/1000 1000 1347.04 0 430665 MALE ... 2 YES 6480 540 1080 4860 Honda Civic 1996 N
918516 130 34 17-02-2003 OH 250/500 500 1383.49 3000000 442797 FEMALE ... 3 YES 67500 7500 7500 52500 Suburu Impreza 1996 N
533940 458 62 18-11-2011 IL 500/1000 2000 1356.92 5000000 441714 MALE ... 1 YES 46980 5220 5220 36540 Audi A5 1998 N
556080 456 60 11-11-1996 OH 250/500 1000 766.19 0 612260 FEMALE ... 3 ? 5060 460 920 3680 Mercedes E400 2007 N

360 rows × 38 columns

fraud_df.replace({'property_damage':'?'},{'property_damage':'Unknown'},inplace=True)
fraud_df.replace({'collision_type':'?'},{'collision_type':'Unknown'},inplace=True)
fraud_df.replace({'police_report_available':'?'},{'police_report_available':'Unknown'},inplace=True)
fraud_df[cat].describe().T
count unique top freq
policy_bind_date 1000 951 01-01-2006 3
policy_state 1000 3 OH 352
policy_csl 1000 3 250/500 351
insured_sex 1000 2 FEMALE 537
insured_education_level 1000 7 JD 161
insured_occupation 1000 14 machine-op-inspct 93
insured_hobbies 1000 20 reading 64
insured_relationship 1000 6 own-child 183
incident_date 1000 60 02-02-2015 28
incident_type 1000 4 Multi-vehicle Collision 419
collision_type 1000 4 Rear Collision 292
incident_severity 1000 4 Minor Damage 354
authorities_contacted 1000 5 Police 292
incident_state 1000 7 NY 262
incident_city 1000 7 Springfield 157
incident_location 1000 1000 3340 3rd Hwy 1
property_damage 1000 3 Unknown 360
police_report_available 1000 3 NO 343
auto_make 1000 14 Dodge 80
auto_model 1000 39 RAM 43
fraud_reported 1000 2 N 753
plt.figure(figsize=(10,10))
fraud_df.boxplot(vert=0)
<AxesSubplot:>
We find umbrella limit having outliers
# fraud_df_cp.drop('policy_bind_date',axis=1,inplace=True)
# fraud_df_cp.drop('incident_date',axis=1,inplace=True)
#fraud_df_X = fraud_df_cp.drop('fraud_reported',axis=1)
#fraud_df_Y = fraud_df_cp_upd['fraud_reported']
fraud_df_X = fraud_df.drop('fraud_reported',axis=1)
fraud_df_Y = fraud_df['fraud_reported']
fraud_df_X.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 37 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          1000 non-null   int64  
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        1000 non-null   float64
 7   umbrella_limit               1000 non-null   int64  
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   object 
 10  insured_education_level      1000 non-null   object 
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           1000 non-null   int64  
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               1000 non-null   int64  
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
dtypes: float64(1), int64(16), object(20)
memory usage: 336.9+ KB
Q1 = fraud_df_X.quantile(0.25)
Q3=fraud_df_X.quantile(0.75)
IQR=Q3-Q1
UL = Q3+1.5*IQR
LL=Q1-1.5*IQR
((fraud_df_X > UL) | (fraud_df_X < LL)).sum()
age                              4
authorities_contacted            0
auto_make                        0
auto_model                       0
auto_year                        0
bodily_injuries                  0
capital-gains                    0
capital-loss                     0
collision_type                   0
incident_city                    0
incident_date                    0
incident_hour_of_the_day         0
incident_location                0
incident_severity                0
incident_state                   0
incident_type                    0
injury_claim                     0
insured_education_level          0
insured_hobbies                  0
insured_occupation               0
insured_relationship             0
insured_sex                      0
insured_zip                      0
months_as_customer               0
number_of_vehicles_involved      0
police_report_available          0
policy_annual_premium            9
policy_bind_date                 0
policy_csl                       0
policy_deductable                0
policy_state                     0
property_claim                   6
property_damage                  0
total_claim_amount               1
umbrella_limit                 201
vehicle_claim                    0
witnesses                        0
dtype: int64
fraud_df_X[((fraud_df_X > UL) | (fraud_df_X < LL))]=np.nan
fraud_df_X.isnull().sum()
months_as_customer               0
age                              4
policy_bind_date                 0
policy_state                     0
policy_csl                       0
policy_deductable                0
policy_annual_premium            9
umbrella_limit                 201
insured_zip                      0
insured_sex                      0
insured_education_level          0
insured_occupation               0
insured_hobbies                  0
insured_relationship             0
capital-gains                    0
capital-loss                     0
incident_date                    0
incident_type                    0
collision_type                   0
incident_severity                0
authorities_contacted            0
incident_state                   0
incident_city                    0
incident_location                0
incident_hour_of_the_day         0
number_of_vehicles_involved      0
property_damage                  0
bodily_injuries                  0
witnesses                        0
police_report_available          0
total_claim_amount               1
injury_claim                     0
property_claim                   6
vehicle_claim                    0
auto_make                        0
auto_model                       0
auto_year                        0
dtype: int64
fraud_df_X.isnull().sum().sum()
221
fraud_df_up = pd.concat([fraud_df_X,fraud_df_Y],axis=1)
plt.figure(figsize=(12,8))
sns.heatmap(fraud_df_up.isnull(),cbar=False,cmap='coolwarm',yticklabels=False)
plt.show()
umbrella_limit has high outliers
fraud_df_up.isnull().sum(axis=1)
policy_number
521585    0
342868    1
687698    1
227811    1
367455    1
104594    0
413978    0
429027    0
485665    0
636550    0
543610    1
214618    1
842643    1
626808    0
644081    0
892874    0
558938    1
275265    1
921202    0
143972    0
183430    1
431876    0
285496    0
115399    0
736882    0
699044    0
863236    0
608513    1
914088    0
596785    0
908616    0
666333    1
336614    0
584859    0
990493    0
129872    1
200152    0
933293    0
485664    0
982871    0
206213    0
616337    0
448961    0
790442    1
108844    0
430029    0
529112    0
939631    1
866931    1
582011    0
691189    1
537546    0
394975    0
729634    0
282195    0
420810    0
524836    0
307195    0
623648    0
485372    0
598554    0
303987    0
343161    0
519312    0
132902    1
332867    0
356590    1
346002    1
500533    0
348209    0
486676    0
260845    0
657045    0
761189    0
175177    0
116700    0
166264    0
527945    0
627540    1
279422    0
484200    0
645258    1
694662    1
960680    0
498140    0
498875    0
798177    1
614763    0
679370    1
958857    0
686816    1
127754    1
918629    0
731450    0
307447    0
992145    1
900628    0
235220    0
740019    0
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dtype: int64
fraud_df_up2=fraud_df_up.copy()
fraud_df_up2.shape
(1000, 38)
pred = fraud_df_up2.drop('fraud_reported',axis=1)
response = fraud_df_up2['fraud_reported']
fraud_con = pd.concat([pred,response],axis=1)
Scaling the predictors
Encoding the variables
from sklearn.preprocessing import OneHotEncoder,OrdinalEncoder,LabelEncoder
fraud_con["insured_sex"] = np.where(fraud_con["insured_sex"].str.contains("FEMALE"), 1, 0)
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   object 
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), object(20)
memory usage: 340.8+ KB
fraud_con.insured_education_level.value_counts()
JD             161
High School    160
Associate      145
MD             144
Masters        143
PhD            125
College        122
Name: insured_education_level, dtype: int64
 
from sklearn.preprocessing import OrdinalEncoder
oe = OrdinalEncoder()
fraud_con['insured_education_level'] = fraud_con['insured_education_level'].astype('category')
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype   
---  ------                       --------------  -----   
 0   months_as_customer           1000 non-null   int64   
 1   age                          996 non-null    float64 
 2   policy_bind_date             1000 non-null   object  
 3   policy_state                 1000 non-null   object  
 4   policy_csl                   1000 non-null   object  
 5   policy_deductable            1000 non-null   int64   
 6   policy_annual_premium        991 non-null    float64 
 7   umbrella_limit               799 non-null    float64 
 8   insured_zip                  1000 non-null   int64   
 9   insured_sex                  1000 non-null   int32   
 10  insured_education_level      1000 non-null   category
 11  insured_occupation           1000 non-null   object  
 12  insured_hobbies              1000 non-null   object  
 13  insured_relationship         1000 non-null   object  
 14  capital-gains                1000 non-null   int64   
 15  capital-loss                 1000 non-null   int64   
 16  incident_date                1000 non-null   object  
 17  incident_type                1000 non-null   object  
 18  collision_type               1000 non-null   object  
 19  incident_severity            1000 non-null   object  
 20  authorities_contacted        1000 non-null   object  
 21  incident_state               1000 non-null   object  
 22  incident_city                1000 non-null   object  
 23  incident_location            1000 non-null   object  
 24  incident_hour_of_the_day     1000 non-null   int64   
 25  number_of_vehicles_involved  1000 non-null   int64   
 26  property_damage              1000 non-null   object  
 27  bodily_injuries              1000 non-null   int64   
 28  witnesses                    1000 non-null   int64   
 29  police_report_available      1000 non-null   object  
 30  total_claim_amount           999 non-null    float64 
 31  injury_claim                 1000 non-null   int64   
 32  property_claim               994 non-null    float64 
 33  vehicle_claim                1000 non-null   int64   
 34  auto_make                    1000 non-null   object  
 35  auto_model                   1000 non-null   object  
 36  auto_year                    1000 non-null   int64   
 37  fraud_reported               1000 non-null   object  
dtypes: category(1), float64(5), int32(1), int64(12), object(19)
memory usage: 334.3+ KB
fraud_con['insured_education_level'] = fraud_con['insured_education_level'].cat.codes
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   object 
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(1), object(19)
memory usage: 333.9+ KB
oe=OrdinalEncoder()
fraud_con.police_report_available.value_counts()
NO         343
Unknown    343
YES        314
Name: police_report_available, dtype: int64
fraud_con['police_report_available'] = fraud_con['police_report_available'].astype('category')
fraud_con['police_report_available'] = fraud_con['police_report_available'].cat.codes
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   object 
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(2), object(18)
memory usage: 327.1+ KB
fraud_con.auto_make.value_counts()
Dodge         80
Suburu        80
Saab          80
Nissan        78
Chevrolet     76
BMW           72
Ford          72
Toyota        70
Audi          69
Volkswagen    68
Accura        68
Jeep          67
Mercedes      65
Honda         55
Name: auto_make, dtype: int64
fraud_con.insured_education_level.value_counts()
3    161
2    160
0    145
4    144
5    143
6    125
1    122
Name: insured_education_level, dtype: int64
fraud_con['auto_make'] = fraud_con['auto_make'].astype('category')
fraud_con['auto_make'] = fraud_con['auto_make'].cat.codes
fraud_con.auto_make.value_counts()
11    80
10    80
4     80
9     78
3     76
5     72
2     72
12    70
1     69
13    68
0     68
7     67
8     65
6     55
Name: auto_make, dtype: int64
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   object 
 4   policy_csl                   1000 non-null   object 
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   int8   
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(3), object(17)
memory usage: 320.3+ KB
fraud_con.policy_state.value_counts()
OH    352
IL    338
IN    310
Name: policy_state, dtype: int64
fraud_con['policy_state'] = fraud_con['policy_state'].astype('category')
fraud_con['policy_state'] = fraud_con['policy_state'].cat.codes
fraud_con.policy_state.value_counts()
2    352
0    338
1    310
Name: policy_state, dtype: int64
fraud_con.policy_csl.value_counts()
250/500     351
100/300     349
500/1000    300
Name: policy_csl, dtype: int64
fraud_con['policy_csl'] = fraud_con['policy_csl'].astype('category')
fraud_con['policy_csl'] = fraud_con['policy_csl'].cat.codes
fraud_con.policy_csl.value_counts()
1    351
0    349
2    300
Name: policy_csl, dtype: int64
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   int8   
 4   policy_csl                   1000 non-null   int8   
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   object 
 12  insured_hobbies              1000 non-null   object 
 13  insured_relationship         1000 non-null   object 
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   object 
 18  collision_type               1000 non-null   object 
 19  incident_severity            1000 non-null   object 
 20  authorities_contacted        1000 non-null   object 
 21  incident_state               1000 non-null   object 
 22  incident_city                1000 non-null   object 
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   object 
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   int8   
 35  auto_model                   1000 non-null   object 
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   object 
dtypes: float64(5), int32(1), int64(12), int8(5), object(15)
memory usage: 306.6+ KB
num=[]
cat=[]
for i in fraud_con.columns:
    if fraud_con[i].dtype=='object':
        cat.append(i)
    else:
        num.append(i)
cat
['policy_bind_date',
 'insured_occupation',
 'insured_hobbies',
 'insured_relationship',
 'incident_date',
 'incident_type',
 'collision_type',
 'incident_severity',
 'authorities_contacted',
 'incident_state',
 'incident_city',
 'incident_location',
 'property_damage',
 'auto_model',
 'fraud_reported']
fraud_con.insured_occupation.value_counts()
machine-op-inspct    93
prof-specialty       85
tech-support         78
sales                76
exec-managerial      76
craft-repair         74
transport-moving     72
other-service        71
priv-house-serv      71
armed-forces         69
adm-clerical         65
protective-serv      63
handlers-cleaners    54
farming-fishing      53
Name: insured_occupation, dtype: int64
fraud_con.insured_hobbies.value_counts()
reading           64
paintball         57
exercise          57
bungie-jumping    56
camping           55
movies            55
golf              55
kayaking          54
yachting          53
hiking            52
video-games       50
base-jumping      49
skydiving         49
board-games       48
polo              47
chess             46
dancing           43
sleeping          41
cross-fit         35
basketball        34
Name: insured_hobbies, dtype: int64
fraud_con.insured_relationship.value_counts()
own-child         183
other-relative    177
not-in-family     174
husband           170
wife              155
unmarried         141
Name: insured_relationship, dtype: int64
fraud_con.incident_severity.value_counts()
Minor Damage      354
Total Loss        280
Major Damage      276
Trivial Damage     90
Name: incident_severity, dtype: int64
fraud_con.authorities_contacted.value_counts()
Police       292
Fire         223
Other        198
Ambulance    196
None          91
Name: authorities_contacted, dtype: int64
fraud_con['authorities_contacted'] = fraud_con['authorities_contacted'].astype('category')
fraud_con['authorities_contacted'] = fraud_con['authorities_contacted'].cat.codes
fraud_con.authorities_contacted.value_counts()
4    292
1    223
3    198
0    196
2     91
Name: authorities_contacted, dtype: int64
fraud_con['insured_occupation'] = fraud_con['insured_occupation'].astype('category')
fraud_con['insured_occupation'] = fraud_con['insured_occupation'].cat.codes
fraud_con.insured_occupation.value_counts()
6     93
9     85
12    78
11    76
3     76
2     74
13    72
8     71
7     71
1     69
0     65
10    63
5     54
4     53
Name: insured_occupation, dtype: int64
num=[]
cat=[]
for i in fraud_con.columns:
    if fraud_con[i].dtype=='object':
        cat.append(i)
    else:
        num.append(i)
cat
['policy_bind_date',
 'insured_hobbies',
 'insured_relationship',
 'incident_date',
 'incident_type',
 'collision_type',
 'incident_severity',
 'incident_state',
 'incident_city',
 'incident_location',
 'property_damage',
 'auto_model',
 'fraud_reported']
fraud_con.incident_city.value_counts()
Springfield    157
Arlington      152
Columbus       149
Northbend      145
Hillsdale      141
Riverwood      134
Northbrook     122
Name: incident_city, dtype: int64
fraud_con['insured_hobbies'] = fraud_con['insured_hobbies'].astype('category')
fraud_con['insured_hobbies'] = fraud_con['insured_hobbies'].cat.codes
fraud_con.insured_hobbies.value_counts()
15    64
8     57
13    57
3     56
9     55
4     55
12    55
11    54
19    53
10    52
18    50
16    49
0     49
2     48
14    47
5     46
7     43
17    41
6     35
1     34
Name: insured_hobbies, dtype: int64
fraud_con.incident_city.value_counts()
Springfield    157
Arlington      152
Columbus       149
Northbend      145
Hillsdale      141
Riverwood      134
Northbrook     122
Name: incident_city, dtype: int64
fraud_con['incident_city'] = fraud_con['incident_city'].astype('category')
fraud_con['incident_city'] = fraud_con['incident_city'].cat.codes
fraud_con.incident_city.value_counts()
6    157
0    152
1    149
3    145
2    141
5    134
4    122
Name: incident_city, dtype: int64
fraud_con.incident_location.value_counts()
3340 3rd Hwy               1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
4390 4th Drive             1
6719 Flute St              1
2078 3rd Ave               1
6574 4th Drive             1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
7877 Sky Lane              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
3966 Oak Hwy               1
7041 Tree Ridge            1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
3289 Britain Drive         1
9358 Texas Ridge           1
5260 Francis Drive         1
4981 Flute Hwy             1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
5058 4th Lane              1
4095 MLK St                1
1536 Flute Drive           1
3327 Lincoln Drive         1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1558 1st Ridge             1
1012 5th Lane              1
9325 Lincoln Drive         1
7733 Britain Lane          1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
9322 Rock Hwy              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
4264 Lincoln Ridge         1
4558 3rd Hwy               1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
6045 Andromedia St         1
1628 Best Drive            1
7002 Oak Hwy               1
9489 3rd St                1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
5051 Elm St                1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
6165 Rock Ridge            1
7135 Flute Lane            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7405 Oak St                1
7615 Weaver Drive          1
8811 Maple Hwy             1
2306 5th Lane              1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
5924 Maple Drive           1
5499 Flute Ridge           1
9794 Embaracadero St       1
6260 5th Lane              1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
4905 Francis Ave           1
3706 Texas Hwy             1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
8991 Embaracadero Ave      1
2201 4th Lane              1
4652 Flute Drive           1
4058 Tree Drive            1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
2878 Britain Hwy           1
5236 Weaver Drive          1
5650 Rock Ave              1
9043 Maple Hwy             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
4545 4th Ridge             1
7238 2nd St                1
6660 MLK Drive             1
5352 Lincoln Drive         1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
8245 4th Hwy               1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9760 4th Hwy               1
4453 Best Ave              1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
2289 Weaver Ridge          1
8579 Apache Drive          1
6331 MLK Ave               1
7629 5th St                1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
4369 Maple Lane            1
7582 Pine Drive            1
2903 Weaver Drive          1
6848 Elm Hwy               1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
7721 Washington Ridge      1
2526 Embaracadero Ave      1
7825 1st Ridge             1
7098 Lincoln Hwy           1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
1267 Francis Hwy           1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9730 2nd Hwy               1
6317 Best St               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6939 3rd Hwy               1
7709 Rock Lane             1
9633 MLK Lane              1
4538 Flute Hwy             1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
1437 3rd Lane              1
9177 Texas Ave             1
4633 5th Lane              1
2324 Texas Ridge           1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
8617 Best Ave              1
2644 Elm Drive             1
2774 Apache Drive          1
2100 Francis Drive         1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
1298 Maple Hwy             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
4546 Tree St               1
1173 Andromedia Ave        1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
4814 Lincoln Lane          1
6149 Best Ridge            1
9214 Texas Drive           1
4642 Rock Ridge            1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
6158 Sky Ridge             1
8917 Tree Ridge            1
4981 Weaver St             1
2950 MLK Ave               1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8078 Britain Hwy           1
8621 Best Ridge            1
2757 4th Hwy               1
6888 Elm Ridge             1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
7397 4th Drive             1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
7121 Britain Drive         1
7477 MLK Drive             1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
5280 Pine Ave              1
1128 Maple Lane            1
7693 Britain Lane          1
6741 Oak Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
7745 Washington Ridge      1
9724 Maple St              1
8306 1st Drive             1
4434 Weaver St             1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
5780 4th Ave               1
6934 Lincoln Ave           1
6738 Washington Hwy        1
7877 3rd Ridge             1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
8742 4th St                1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
1515 Embaracadero St       1
8701 5th Lane              1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8453 Elm St                1
2123 Texas Ave             1
7327 Lincoln Drive         1
4519 Embaracadero St       1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
6384 5th Ridge             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64
for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')
POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
20-06-2002    1
28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
12-01-2012    1
03-09-2008    1
11-07-1991    1
29-08-2010    1
09-06-2001    1
05-07-2007    1
06-06-2002    1
05-07-2000    1
26-11-2001    1
05-02-2006    1
27-04-2009    1
08-07-2001    1
05-06-2011    1
23-04-2008    1
11-08-2007    1
15-11-2000    1
17-02-2010    1
01-03-2002    1
03-05-1991    1
17-11-2009    1
05-05-1998    1
10-12-2014    1
13-06-1992    1
29-05-1999    1
05-12-2014    1
25-04-2014    1
03-12-2005    1
05-12-1995    1
21-02-2006    1
27-10-2013    1
16-10-2002    1
12-10-1994    1
20-02-1998    1
05-02-1991    1
18-10-2005    1
18-11-2011    1
27-02-1994    1
22-03-2000    1
08-01-1994    1
08-06-1994    1
18-12-1994    1
19-03-1992    1
29-08-1995    1
06-06-2001    1
12-01-2010    1
29-03-2004    1
13-09-2003    1
08-04-1991    1
26-03-1995    1
15-07-1990    1
12-11-2009    1
01-02-1990    1
11-05-1996    1
23-06-2000    1
17-06-2009    1
24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
02-09-2014    1
21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
30-12-2002    1
06-03-2005    1
20-05-1995    1
16-07-1998    1
11-12-1992    1
09-04-1999    1
19-03-2014    1
15-12-1996    1
25-01-1999    1
08-02-1991    1
05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
24-09-1994    1
25-11-1994    1
01-10-2010    1
17-02-2003    1
16-12-2007    1
22-06-1990    1
10-02-1993    1
30-07-2003    1
17-07-1995    1
17-08-1994    1
27-09-2010    1
08-05-2001    1
23-05-1999    1
17-02-1995    1
13-09-2002    1
30-06-2004    1
04-04-1992    1
16-11-2004    1
18-07-2002    1
09-03-2007    1
08-01-1990    1
02-09-1996    1
06-05-2002    1
12-03-1994    1
11-12-1994    1
10-10-1993    1
10-11-1992    1
20-01-2014    1
16-09-1997    1
13-11-2014    1
12-04-2013    1
05-08-1993    1
06-08-1999    1
14-05-2006    1
28-10-1999    1
11-02-2003    1
17-09-2014    1
02-12-2011    1
25-02-2008    1
08-08-1994    1
25-05-2002    1
25-04-1991    1
06-05-1991    1
04-01-1996    1
18-02-2000    1
21-12-2006    1
22-05-1999    1
14-06-2004    1
18-10-1996    1
04-12-2005    1
27-07-2005    1
23-12-2013    1
04-05-1995    1
14-11-1999    1
29-05-2003    1
13-04-2002    1
02-10-1990    1
05-08-2012    1
28-04-2005    1
20-07-2008    1
15-03-1992    1
03-11-1991    1
18-03-2008    1
24-09-1992    1
01-12-2008    1
09-08-2002    1
09-02-2000    1
18-02-1995    1
07-06-1994    1
16-06-1993    1
05-07-2009    1
10-10-2005    1
15-06-2004    1
25-12-2001    1
05-08-2014    1
07-04-1994    1
30-12-2011    1
18-06-1998    1
10-09-1998    1
25-07-2011    1
03-10-2000    1
18-02-1999    1
25-08-2011    1
26-06-2001    1
16-03-2008    1
14-01-2008    1
03-02-1990    1
21-07-2008    1
10-04-1992    1
07-09-2006    1
09-08-2003    1
21-10-2009    1
23-07-2009    1
04-01-2009    1
18-08-1996    1
03-09-2013    1
04-02-1992    1
19-12-1998    1
08-08-2013    1
05-12-2013    1
14-01-1998    1
01-02-2011    1
07-11-2008    1
29-05-1995    1
15-11-2004    1
09-10-2012    1
26-01-1996    1
20-10-1993    1
25-06-2011    1
24-03-2007    1
22-11-2012    1
16-11-2000    1
17-08-1991    1
06-10-2012    1
22-03-1992    1
12-04-2002    1
07-04-2005    1
02-06-2002    1
21-05-2000    1
11-07-2007    1
17-02-2009    1
30-04-2007    1
19-12-1997    1
17-03-1990    1
11-11-1994    1
07-09-1999    1
16-02-2001    1
28-10-2008    1
30-03-1995    1
15-05-2000    1
23-01-1996    1
23-02-1990    1
20-08-1990    1
06-06-1993    1
18-02-2007    1
11-11-1996    1
03-07-1992    1
10-07-2012    1
03-03-2007    1
15-06-2014    1
27-06-2005    1
05-12-2009    1
08-01-2013    1
27-05-2003    1
21-02-1995    1
11-04-2005    1
23-01-2002    1
18-01-2003    1
29-01-1993    1
07-03-2008    1
26-01-1994    1
14-03-1990    1
19-04-2009    1
01-07-2005    1
08-07-1996    1
16-06-2003    1
20-09-1993    1
28-05-2014    1
19-04-2006    1
30-11-1996    1
25-05-2011    1
15-10-1996    1
21-03-1998    1
10-01-2004    1
09-01-1999    1
28-10-1997    1
28-03-2001    1
13-07-2013    1
09-12-2001    1
05-08-1997    1
03-11-2009    1
21-11-1991    1
06-03-2004    1
21-01-2002    1
02-08-1990    1
14-02-1996    1
28-01-2003    1
29-04-1990    1
12-10-2006    1
28-03-2003    1
11-03-2007    1
02-10-1992    1
04-11-1991    1
29-03-1995    1
27-06-2006    1
17-08-2011    1
22-01-2011    1
04-01-2003    1
24-05-2006    1
30-10-1997    1
14-10-2005    1
01-05-1999    1
19-06-1996    1
15-08-2000    1
07-04-1992    1
26-05-2002    1
05-05-1993    1
27-05-1994    1
22-11-2008    1
24-12-2006    1
05-08-2006    1
27-05-2002    1
30-04-2006    1
18-03-2003    1
27-11-1990    1
24-04-2012    1
21-12-1999    1
06-06-1992    1
06-05-2014    1
03-03-1992    1
12-09-2001    1
06-06-2011    1
15-07-2004    1
15-01-1992    1
21-12-1996    1
03-08-2010    1
07-01-2005    1
02-05-2007    1
31-08-2014    1
04-02-2004    1
11-06-2008    1
23-11-1997    1
19-08-1995    1
06-12-1993    1
08-02-1996    1
05-10-1991    1
26-09-1991    1
13-05-2001    1
10-05-2009    1
27-10-2001    1
08-05-1995    1
06-03-2003    1
01-07-2013    1
03-08-2009    1
27-07-1997    1
29-05-1992    1
07-12-1998    1
01-03-2010    1
26-02-2005    1
21-04-2006    1
26-08-2000    1
07-04-1998    1
31-10-1993    1
19-04-2007    1
12-10-1995    1
19-09-2004    1
20-12-1990    1
11-02-1991    1
13-11-1998    1
07-11-1994    1
19-06-2008    1
25-10-2012    1
04-03-2001    1
29-07-2012    1
17-01-2015    1
19-09-2012    1
14-07-2000    1
21-06-1994    1
13-03-2008    1
11-12-2009    1
23-10-2007    1
07-04-2014    1
22-02-1992    1
26-10-1996    1
12-12-1998    1
04-07-2007    1
19-05-1992    1
16-01-1996    1
27-01-2007    1
19-10-1992    1
24-08-2000    1
18-10-2000    1
01-06-2006    1
19-12-2004    1
27-11-2005    1
27-09-2011    1
11-07-2002    1
21-11-2006    1
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28-08-1995    1
04-07-2013    1
18-02-1990    1
08-04-2003    1
02-01-2001    1
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17-06-2006    1
05-01-2013    1
18-01-2014    1
17-12-2003    1
10-04-2013    1
05-03-2009    1
12-12-1991    1
31-03-2005    1
25-08-2012    1
22-10-2011    1
09-01-2002    1
14-11-2010    1
30-01-2005    1
28-02-2004    1
30-08-2000    1
05-08-1996    1
31-07-2011    1
09-12-2006    1
28-08-2005    1
22-02-1994    1
28-01-1998    1
01-11-1991    1
20-11-2005    1
08-03-1998    1
20-03-1992    1
15-08-2011    1
27-01-1991    1
20-08-1996    1
07-12-1992    1
14-01-1999    1
20-11-1997    1
28-10-2006    1
17-11-2004    1
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28-12-1998    1
05-07-2001    1
05-02-1994    1
04-03-2000    1
30-07-1992    1
13-02-1991    1
06-03-2010    1
03-06-2009    1
30-11-1993    1
08-07-1990    1
25-04-2002    1
01-09-1992    1
15-04-2004    1
11-03-2014    1
07-04-2010    1
16-05-2001    1
20-09-1999    1
24-01-2010    1
22-07-2004    1
25-11-2006    1
12-02-1998    1
21-08-1994    1
02-09-2011    1
01-05-2010    1
19-09-2009    1
19-10-2001    1
31-12-2003    1
11-02-1994    1
31-10-2013    1
02-02-1996    1
06-02-2009    1
16-11-2007    1
07-01-2011    1
27-08-2014    1
19-10-1999    1
07-07-1997    1
08-09-2009    1
10-09-2002    1
23-06-2012    1
20-07-2007    1
25-11-2002    1
08-03-2009    1
05-07-1999    1
17-05-1994    1
27-12-2000    1
15-02-1993    1
16-09-2009    1
26-10-2012    1
16-03-1998    1
24-06-2014    1
02-10-1997    1
24-09-2001    1
23-07-1992    1
30-06-2002    1
31-07-1999    1
07-12-2001    1
04-01-2002    1
28-11-1991    1
11-07-1996    1
17-06-2008    1
21-12-2013    1
10-09-2000    1
16-12-2011    1
03-10-2014    1
10-04-2009    1
28-07-2002    1
21-03-1997    1
06-09-2008    1
29-06-2002    1
07-08-1991    1
19-01-1996    1
24-04-2007    1
28-09-2011    1
12-10-1997    1
25-01-2008    1
08-06-2005    1
20-04-2004    1
27-02-2010    1
29-11-1999    1
23-08-2005    1
14-05-2001    1
03-04-2001    1
22-01-1993    1
05-01-2014    1
06-12-1991    1
29-04-2010    1
06-11-2013    1
29-02-1992    1
06-12-1995    1
09-08-1990    1
28-10-1998    1
07-11-1992    1
02-12-2012    1
13-04-2003    1
07-11-2012    1
13-12-2014    1
21-10-2005    1
19-06-1992    1
27-06-2008    1
11-10-2012    1
11-12-1998    1
02-11-2010    1
20-08-1994    1
03-11-1990    1
06-06-2014    1
01-05-1997    1
02-01-1991    1
01-01-2008    1
19-10-1990    1
11-08-1999    1
22-07-1999    1
30-08-2012    1
02-06-2010    1
21-02-1999    1
18-08-2006    1
18-01-1997    1
04-12-2013    1
24-05-2003    1
06-01-2011    1
05-01-1991    1
10-03-1991    1
16-08-2003    1
29-10-2006    1
04-08-1997    1
10-02-1997    1
26-08-2013    1
29-06-2009    1
15-08-1999    1
10-05-2012    1
27-06-1996    1
01-04-2002    1
14-11-2005    1
03-08-1993    1
23-03-2009    1
25-07-1995    1
16-03-2014    1
31-01-2011    1
16-06-1991    1
14-04-1993    1
15-07-2011    1
29-07-1995    1
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21-01-2009    1
25-04-2007    1
11-10-1994    1
20-04-2013    1
12-05-2007    1
02-02-2001    1
13-10-1991    1
03-09-1991    1
25-12-1997    1
14-02-1992    1
10-03-2004    1
29-09-2001    1
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22-04-2010    1
21-08-2010    1
24-10-1997    1
09-11-1991    1
22-02-2015    1
16-04-1995    1
18-06-2000    1
01-10-2001    1
24-07-2012    1
02-08-1992    1
17-03-2010    1
06-12-1996    1
10-08-2006    1
03-02-1994    1
03-02-1993    1
15-08-2002    1
05-12-2007    1
09-02-2007    1
08-02-1990    1
01-10-2006    1
16-03-2003    1
30-03-1999    1
14-02-1990    1
01-08-2010    1
20-01-1996    1
29-12-2010    1
30-04-2013    1
23-07-2014    1
09-11-1992    1
25-03-2007    1
16-06-2006    1
11-03-1996    1
29-10-1993    1
02-11-2012    1
03-06-1991    1
08-06-2002    1
18-06-2010    1
24-07-2007    1
18-06-1997    1
30-09-1993    1
28-03-1995    1
02-08-2006    1
28-08-1998    1
20-11-1991    1
25-12-1991    1
23-08-2009    1
24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
07-03-2005    1
01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
04-03-2014    1
21-08-2006    1
18-03-1990    1
03-04-2013    1
06-12-2006    1
23-07-1996    1
28-09-2007    1
20-11-2010    1
17-09-2011    1
20-11-2008    1
01-03-1991    1
13-08-2004    1
24-06-1998    1
30-08-1997    1
04-02-2011    1
17-04-2005    1
24-03-2006    1
28-03-2006    1
25-11-1991    1
13-01-1991    1
27-01-2000    1
08-10-1995    1
09-05-2008    1
20-02-2001    1
24-02-2012    1
13-12-1993    1
23-01-2003    1
22-07-2002    1
03-02-2008    1
04-06-1996    1
21-09-1990    1
13-12-1995    1
28-11-2002    1
18-05-1993    1
14-03-2012    1
28-01-1993    1
10-02-2002    1
05-11-2000    1
27-11-1992    1
18-10-2006    1
01-12-2000    1
03-02-2006    1
24-10-2007    1
19-09-2007    1
28-02-2010    1
11-10-1992    1
16-11-1991    1
04-03-2006    1
16-07-2014    1
28-02-1997    1
28-10-2007    1
17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
04-11-2004    1
28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
26-06-2009    1
13-04-1991    1
28-12-1999    1
11-07-2001    1
09-11-2008    1
01-04-1994    1
21-04-2008    1
22-12-2012    1
20-05-1990    1
11-09-2010    1
17-04-1999    1
07-07-2013    1
06-02-2006    1
24-01-2009    1
30-06-2000    1
21-06-1997    1
29-03-2005    1
04-02-2013    1
16-05-1990    1
27-01-1990    1
28-12-2004    1
29-09-1997    1
07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
16-12-1998    1
18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INSURED_RELATIONSHIP : 6
unmarried         141
wife              155
husband           170
not-in-family     174
other-relative    177
own-child         183
Name: insured_relationship, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_TYPE : 4
Parked Car                   84
Vehicle Theft                94
Single Vehicle Collision    403
Multi-vehicle Collision     419
Name: incident_type, dtype: int64


COLLISION_TYPE : 4
Unknown            178
Front Collision    254
Side Collision     276
Rear Collision     292
Name: collision_type, dtype: int64


INCIDENT_SEVERITY : 4
Trivial Damage     90
Major Damage      276
Total Loss        280
Minor Damage      354
Name: incident_severity, dtype: int64


INCIDENT_STATE : 7
OH     23
PA     30
NC    110
VA    110
WV    217
SC    248
NY    262
Name: incident_state, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


PROPERTY_DAMAGE : 3
YES        302
NO         338
Unknown    360
Name: property_damage, dtype: int64


AUTO_MODEL : 39
RSX               12
Accord            13
M5                15
X6                16
C300              18
3 Series          18
ML350             20
TL                20
CRV               20
Impreza           20
Corolla           20
Fusion            21
Civic             22
Silverado         22
Highlander        22
Ultima            23
X5                23
Maxima            24
Tahoe             24
Escape            24
93                25
Grand Cherokee    25
E400              27
95                27
F150              27
92x               28
Forrestor         28
Camry             28
Malibu            30
Pathfinder        31
Legacy            32
A5                32
Passat            33
Jetta             35
MDX               36
A3                37
Neon              37
Wrangler          42
RAM               43
Name: auto_model, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64


fraud_con.property_damage.value_counts()
Unknown    360
NO         338
YES        302
Name: property_damage, dtype: int64
fraud_con['property_damage'] = fraud_con['property_damage'].astype('category')
fraud_con['property_damage'] = fraud_con['property_damage'].cat.codes
fraud_con.property_damage.value_counts()
1    360
0    338
2    302
Name: property_damage, dtype: int64
fraud_con.auto_model.value_counts()
RAM               43
Wrangler          42
Neon              37
A3                37
MDX               36
Jetta             35
Passat            33
A5                32
Legacy            32
Pathfinder        31
Malibu            30
Camry             28
Forrestor         28
92x               28
F150              27
95                27
E400              27
93                25
Grand Cherokee    25
Escape            24
Maxima            24
Tahoe             24
X5                23
Ultima            23
Highlander        22
Silverado         22
Civic             22
Fusion            21
TL                20
ML350             20
Corolla           20
CRV               20
Impreza           20
3 Series          18
C300              18
X6                16
M5                15
Accord            13
RSX               12
Name: auto_model, dtype: int64
fraud_con['auto_model'] = fraud_con['auto_model'].astype('category')
fraud_con['auto_model'] = fraud_con['auto_model'].cat.codes
fraud_con.auto_model.value_counts()
30    43
36    42
4     37
27    37
23    36
20    35
28    33
5     32
21    32
29    31
25    30
1     28
15    28
9     28
14    27
12    27
3     27
17    25
2     25
26    24
13    24
34    24
37    23
35    23
18    22
32    22
10    22
16    21
24    20
33    20
11    20
8     20
19    20
0     18
7     18
38    16
22    15
6     13
31    12
Name: auto_model, dtype: int64
for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')
POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
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20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INSURED_RELATIONSHIP : 6
unmarried         141
wife              155
husband           170
not-in-family     174
other-relative    177
own-child         183
Name: insured_relationship, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_TYPE : 4
Parked Car                   84
Vehicle Theft                94
Single Vehicle Collision    403
Multi-vehicle Collision     419
Name: incident_type, dtype: int64


COLLISION_TYPE : 4
Unknown            178
Front Collision    254
Side Collision     276
Rear Collision     292
Name: collision_type, dtype: int64


INCIDENT_SEVERITY : 4
Trivial Damage     90
Major Damage      276
Total Loss        280
Minor Damage      354
Name: incident_severity, dtype: int64


INCIDENT_STATE : 7
OH     23
PA     30
NC    110
VA    110
WV    217
SC    248
NY    262
Name: incident_state, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64


fraud_con.insured_relationship.value_counts()
own-child         183
other-relative    177
not-in-family     174
husband           170
wife              155
unmarried         141
Name: insured_relationship, dtype: int64
fraud_con['insured_relationship'] = fraud_con['insured_relationship'].astype('category')
fraud_con['insured_relationship'] = fraud_con['insured_relationship'].cat.codes
fraud_con.insured_relationship.value_counts()
3    183
2    177
1    174
0    170
5    155
4    141
Name: insured_relationship, dtype: int64
fraud_con.collision_type.value_counts()
Rear Collision     292
Side Collision     276
Front Collision    254
Unknown            178
Name: collision_type, dtype: int64
fraud_con['collision_type'] = fraud_con['collision_type'].astype('category')
fraud_con['collision_type'] = fraud_con['collision_type'].cat.codes
fraud_con.collision_type.value_counts()
1    292
2    276
0    254
3    178
Name: collision_type, dtype: int64
fraud_con.incident_type.value_counts()
Multi-vehicle Collision     419
Single Vehicle Collision    403
Vehicle Theft                94
Parked Car                   84
Name: incident_type, dtype: int64
fraud_con['incident_type'] = fraud_con['incident_type'].astype('category')
fraud_con['incident_type'] = fraud_con['incident_type'].cat.codes
fraud_con.incident_type.value_counts()
0    419
2    403
3     94
1     84
Name: incident_type, dtype: int64
for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')
POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
20-06-2002    1
28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
12-01-2012    1
03-09-2008    1
11-07-1991    1
29-08-2010    1
09-06-2001    1
05-07-2007    1
06-06-2002    1
05-07-2000    1
26-11-2001    1
05-02-2006    1
27-04-2009    1
08-07-2001    1
05-06-2011    1
23-04-2008    1
11-08-2007    1
15-11-2000    1
17-02-2010    1
01-03-2002    1
03-05-1991    1
17-11-2009    1
05-05-1998    1
10-12-2014    1
13-06-1992    1
29-05-1999    1
05-12-2014    1
25-04-2014    1
03-12-2005    1
05-12-1995    1
21-02-2006    1
27-10-2013    1
16-10-2002    1
12-10-1994    1
20-02-1998    1
05-02-1991    1
18-10-2005    1
18-11-2011    1
27-02-1994    1
22-03-2000    1
08-01-1994    1
08-06-1994    1
18-12-1994    1
19-03-1992    1
29-08-1995    1
06-06-2001    1
12-01-2010    1
29-03-2004    1
13-09-2003    1
08-04-1991    1
26-03-1995    1
15-07-1990    1
12-11-2009    1
01-02-1990    1
11-05-1996    1
23-06-2000    1
17-06-2009    1
24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
02-09-2014    1
21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
30-12-2002    1
06-03-2005    1
20-05-1995    1
16-07-1998    1
11-12-1992    1
09-04-1999    1
19-03-2014    1
15-12-1996    1
25-01-1999    1
08-02-1991    1
05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
24-09-1994    1
25-11-1994    1
01-10-2010    1
17-02-2003    1
16-12-2007    1
22-06-1990    1
10-02-1993    1
30-07-2003    1
17-07-1995    1
17-08-1994    1
27-09-2010    1
08-05-2001    1
23-05-1999    1
17-02-1995    1
13-09-2002    1
30-06-2004    1
04-04-1992    1
16-11-2004    1
18-07-2002    1
09-03-2007    1
08-01-1990    1
02-09-1996    1
06-05-2002    1
12-03-1994    1
11-12-1994    1
10-10-1993    1
10-11-1992    1
20-01-2014    1
16-09-1997    1
13-11-2014    1
12-04-2013    1
05-08-1993    1
06-08-1999    1
14-05-2006    1
28-10-1999    1
11-02-2003    1
17-09-2014    1
02-12-2011    1
25-02-2008    1
08-08-1994    1
25-05-2002    1
25-04-1991    1
06-05-1991    1
04-01-1996    1
18-02-2000    1
21-12-2006    1
22-05-1999    1
14-06-2004    1
18-10-1996    1
04-12-2005    1
27-07-2005    1
23-12-2013    1
04-05-1995    1
14-11-1999    1
29-05-2003    1
13-04-2002    1
02-10-1990    1
05-08-2012    1
28-04-2005    1
20-07-2008    1
15-03-1992    1
03-11-1991    1
18-03-2008    1
24-09-1992    1
01-12-2008    1
09-08-2002    1
09-02-2000    1
18-02-1995    1
07-06-1994    1
16-06-1993    1
05-07-2009    1
10-10-2005    1
15-06-2004    1
25-12-2001    1
05-08-2014    1
07-04-1994    1
30-12-2011    1
18-06-1998    1
10-09-1998    1
25-07-2011    1
03-10-2000    1
18-02-1999    1
25-08-2011    1
26-06-2001    1
16-03-2008    1
14-01-2008    1
03-02-1990    1
21-07-2008    1
10-04-1992    1
07-09-2006    1
09-08-2003    1
21-10-2009    1
23-07-2009    1
04-01-2009    1
18-08-1996    1
03-09-2013    1
04-02-1992    1
19-12-1998    1
08-08-2013    1
05-12-2013    1
14-01-1998    1
01-02-2011    1
07-11-2008    1
29-05-1995    1
15-11-2004    1
09-10-2012    1
26-01-1996    1
20-10-1993    1
25-06-2011    1
24-03-2007    1
22-11-2012    1
16-11-2000    1
17-08-1991    1
06-10-2012    1
22-03-1992    1
12-04-2002    1
07-04-2005    1
02-06-2002    1
21-05-2000    1
11-07-2007    1
17-02-2009    1
30-04-2007    1
19-12-1997    1
17-03-1990    1
11-11-1994    1
07-09-1999    1
16-02-2001    1
28-10-2008    1
30-03-1995    1
15-05-2000    1
23-01-1996    1
23-02-1990    1
20-08-1990    1
06-06-1993    1
18-02-2007    1
11-11-1996    1
03-07-1992    1
10-07-2012    1
03-03-2007    1
15-06-2014    1
27-06-2005    1
05-12-2009    1
08-01-2013    1
27-05-2003    1
21-02-1995    1
11-04-2005    1
23-01-2002    1
18-01-2003    1
29-01-1993    1
07-03-2008    1
26-01-1994    1
14-03-1990    1
19-04-2009    1
01-07-2005    1
08-07-1996    1
16-06-2003    1
20-09-1993    1
28-05-2014    1
19-04-2006    1
30-11-1996    1
25-05-2011    1
15-10-1996    1
21-03-1998    1
10-01-2004    1
09-01-1999    1
28-10-1997    1
28-03-2001    1
13-07-2013    1
09-12-2001    1
05-08-1997    1
03-11-2009    1
21-11-1991    1
06-03-2004    1
21-01-2002    1
02-08-1990    1
14-02-1996    1
28-01-2003    1
29-04-1990    1
12-10-2006    1
28-03-2003    1
11-03-2007    1
02-10-1992    1
04-11-1991    1
29-03-1995    1
27-06-2006    1
17-08-2011    1
22-01-2011    1
04-01-2003    1
24-05-2006    1
30-10-1997    1
14-10-2005    1
01-05-1999    1
19-06-1996    1
15-08-2000    1
07-04-1992    1
26-05-2002    1
05-05-1993    1
27-05-1994    1
22-11-2008    1
24-12-2006    1
05-08-2006    1
27-05-2002    1
30-04-2006    1
18-03-2003    1
27-11-1990    1
24-04-2012    1
21-12-1999    1
06-06-1992    1
06-05-2014    1
03-03-1992    1
12-09-2001    1
06-06-2011    1
15-07-2004    1
15-01-1992    1
21-12-1996    1
03-08-2010    1
07-01-2005    1
02-05-2007    1
31-08-2014    1
04-02-2004    1
11-06-2008    1
23-11-1997    1
19-08-1995    1
06-12-1993    1
08-02-1996    1
05-10-1991    1
26-09-1991    1
13-05-2001    1
10-05-2009    1
27-10-2001    1
08-05-1995    1
06-03-2003    1
01-07-2013    1
03-08-2009    1
27-07-1997    1
29-05-1992    1
07-12-1998    1
01-03-2010    1
26-02-2005    1
21-04-2006    1
26-08-2000    1
07-04-1998    1
31-10-1993    1
19-04-2007    1
12-10-1995    1
19-09-2004    1
20-12-1990    1
11-02-1991    1
13-11-1998    1
07-11-1994    1
19-06-2008    1
25-10-2012    1
04-03-2001    1
29-07-2012    1
17-01-2015    1
19-09-2012    1
14-07-2000    1
21-06-1994    1
13-03-2008    1
11-12-2009    1
23-10-2007    1
07-04-2014    1
22-02-1992    1
26-10-1996    1
12-12-1998    1
04-07-2007    1
19-05-1992    1
16-01-1996    1
27-01-2007    1
19-10-1992    1
24-08-2000    1
18-10-2000    1
01-06-2006    1
19-12-2004    1
27-11-2005    1
27-09-2011    1
11-07-2002    1
21-11-2006    1
02-04-1991    1
28-08-1995    1
04-07-2013    1
18-02-1990    1
08-04-2003    1
02-01-2001    1
12-12-1999    1
17-06-2006    1
05-01-2013    1
18-01-2014    1
17-12-2003    1
10-04-2013    1
05-03-2009    1
12-12-1991    1
31-03-2005    1
25-08-2012    1
22-10-2011    1
09-01-2002    1
14-11-2010    1
30-01-2005    1
28-02-2004    1
30-08-2000    1
05-08-1996    1
31-07-2011    1
09-12-2006    1
28-08-2005    1
22-02-1994    1
28-01-1998    1
01-11-1991    1
20-11-2005    1
08-03-1998    1
20-03-1992    1
15-08-2011    1
27-01-1991    1
20-08-1996    1
07-12-1992    1
14-01-1999    1
20-11-1997    1
28-10-2006    1
17-11-2004    1
07-10-1990    1
28-12-1998    1
05-07-2001    1
05-02-1994    1
04-03-2000    1
30-07-1992    1
13-02-1991    1
06-03-2010    1
03-06-2009    1
30-11-1993    1
08-07-1990    1
25-04-2002    1
01-09-1992    1
15-04-2004    1
11-03-2014    1
07-04-2010    1
16-05-2001    1
20-09-1999    1
24-01-2010    1
22-07-2004    1
25-11-2006    1
12-02-1998    1
21-08-1994    1
02-09-2011    1
01-05-2010    1
19-09-2009    1
19-10-2001    1
31-12-2003    1
11-02-1994    1
31-10-2013    1
02-02-1996    1
06-02-2009    1
16-11-2007    1
07-01-2011    1
27-08-2014    1
19-10-1999    1
07-07-1997    1
08-09-2009    1
10-09-2002    1
23-06-2012    1
20-07-2007    1
25-11-2002    1
08-03-2009    1
05-07-1999    1
17-05-1994    1
27-12-2000    1
15-02-1993    1
16-09-2009    1
26-10-2012    1
16-03-1998    1
24-06-2014    1
02-10-1997    1
24-09-2001    1
23-07-1992    1
30-06-2002    1
31-07-1999    1
07-12-2001    1
04-01-2002    1
28-11-1991    1
11-07-1996    1
17-06-2008    1
21-12-2013    1
10-09-2000    1
16-12-2011    1
03-10-2014    1
10-04-2009    1
28-07-2002    1
21-03-1997    1
06-09-2008    1
29-06-2002    1
07-08-1991    1
19-01-1996    1
24-04-2007    1
28-09-2011    1
12-10-1997    1
25-01-2008    1
08-06-2005    1
20-04-2004    1
27-02-2010    1
29-11-1999    1
23-08-2005    1
14-05-2001    1
03-04-2001    1
22-01-1993    1
05-01-2014    1
06-12-1991    1
29-04-2010    1
06-11-2013    1
29-02-1992    1
06-12-1995    1
09-08-1990    1
28-10-1998    1
07-11-1992    1
02-12-2012    1
13-04-2003    1
07-11-2012    1
13-12-2014    1
21-10-2005    1
19-06-1992    1
27-06-2008    1
11-10-2012    1
11-12-1998    1
02-11-2010    1
20-08-1994    1
03-11-1990    1
06-06-2014    1
01-05-1997    1
02-01-1991    1
01-01-2008    1
19-10-1990    1
11-08-1999    1
22-07-1999    1
30-08-2012    1
02-06-2010    1
21-02-1999    1
18-08-2006    1
18-01-1997    1
04-12-2013    1
24-05-2003    1
06-01-2011    1
05-01-1991    1
10-03-1991    1
16-08-2003    1
29-10-2006    1
04-08-1997    1
10-02-1997    1
26-08-2013    1
29-06-2009    1
15-08-1999    1
10-05-2012    1
27-06-1996    1
01-04-2002    1
14-11-2005    1
03-08-1993    1
23-03-2009    1
25-07-1995    1
16-03-2014    1
31-01-2011    1
16-06-1991    1
14-04-1993    1
15-07-2011    1
29-07-1995    1
16-09-2013    1
21-01-2009    1
25-04-2007    1
11-10-1994    1
20-04-2013    1
12-05-2007    1
02-02-2001    1
13-10-1991    1
03-09-1991    1
25-12-1997    1
14-02-1992    1
10-03-2004    1
29-09-2001    1
13-11-1995    1
22-04-2010    1
21-08-2010    1
24-10-1997    1
09-11-1991    1
22-02-2015    1
16-04-1995    1
18-06-2000    1
01-10-2001    1
24-07-2012    1
02-08-1992    1
17-03-2010    1
06-12-1996    1
10-08-2006    1
03-02-1994    1
03-02-1993    1
15-08-2002    1
05-12-2007    1
09-02-2007    1
08-02-1990    1
01-10-2006    1
16-03-2003    1
30-03-1999    1
14-02-1990    1
01-08-2010    1
20-01-1996    1
29-12-2010    1
30-04-2013    1
23-07-2014    1
09-11-1992    1
25-03-2007    1
16-06-2006    1
11-03-1996    1
29-10-1993    1
02-11-2012    1
03-06-1991    1
08-06-2002    1
18-06-2010    1
24-07-2007    1
18-06-1997    1
30-09-1993    1
28-03-1995    1
02-08-2006    1
28-08-1998    1
20-11-1991    1
25-12-1991    1
23-08-2009    1
24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
07-03-2005    1
01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
04-03-2014    1
21-08-2006    1
18-03-1990    1
03-04-2013    1
06-12-2006    1
23-07-1996    1
28-09-2007    1
20-11-2010    1
17-09-2011    1
20-11-2008    1
01-03-1991    1
13-08-2004    1
24-06-1998    1
30-08-1997    1
04-02-2011    1
17-04-2005    1
24-03-2006    1
28-03-2006    1
25-11-1991    1
13-01-1991    1
27-01-2000    1
08-10-1995    1
09-05-2008    1
20-02-2001    1
24-02-2012    1
13-12-1993    1
23-01-2003    1
22-07-2002    1
03-02-2008    1
04-06-1996    1
21-09-1990    1
13-12-1995    1
28-11-2002    1
18-05-1993    1
14-03-2012    1
28-01-1993    1
10-02-2002    1
05-11-2000    1
27-11-1992    1
18-10-2006    1
01-12-2000    1
03-02-2006    1
24-10-2007    1
19-09-2007    1
28-02-2010    1
11-10-1992    1
16-11-1991    1
04-03-2006    1
16-07-2014    1
28-02-1997    1
28-10-2007    1
17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
04-11-2004    1
28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
26-06-2009    1
13-04-1991    1
28-12-1999    1
11-07-2001    1
09-11-2008    1
01-04-1994    1
21-04-2008    1
22-12-2012    1
20-05-1990    1
11-09-2010    1
17-04-1999    1
07-07-2013    1
06-02-2006    1
24-01-2009    1
30-06-2000    1
21-06-1997    1
29-03-2005    1
04-02-2013    1
16-05-1990    1
27-01-1990    1
28-12-2004    1
29-09-1997    1
07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
16-12-1998    1
18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_SEVERITY : 4
Trivial Damage     90
Major Damage      276
Total Loss        280
Minor Damage      354
Name: incident_severity, dtype: int64


INCIDENT_STATE : 7
OH     23
PA     30
NC    110
VA    110
WV    217
SC    248
NY    262
Name: incident_state, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64


fraud_con.incident_severity.value_counts()
Minor Damage      354
Total Loss        280
Major Damage      276
Trivial Damage     90
Name: incident_severity, dtype: int64
fraud_con['incident_severity'] = fraud_con['incident_severity'].astype('category')
fraud_con['incident_severity'] = fraud_con['incident_severity'].cat.codes
fraud_con.incident_severity.value_counts()
1    354
2    280
0    276
3     90
Name: incident_severity, dtype: int64
fraud_con.incident_state.value_counts()
NY    262
SC    248
WV    217
NC    110
VA    110
PA     30
OH     23
Name: incident_state, dtype: int64
fraud_con['incident_state'] = fraud_con['incident_state'].astype('category')
fraud_con['incident_state'] = fraud_con['incident_state'].cat.codes
fraud_con.incident_state.value_counts()
1    262
4    248
6    217
5    110
0    110
3     30
2     23
Name: incident_state, dtype: int64
for column in fraud_con.columns:
    if fraud_con[column].dtype=='object':
        print(column.upper(),':',fraud_con[column].nunique())
        print(fraud_con[column].value_counts().sort_values())
        print('\n')
POLICY_BIND_DATE : 951
06-09-2005    1
30-04-2002    1
19-05-2014    1
21-05-2010    1
09-08-1993    1
12-10-2002    1
20-06-2002    1
28-04-2013    1
15-04-2013    1
01-03-2012    1
19-01-1998    1
28-07-2008    1
04-12-1995    1
20-02-2009    1
28-04-1994    1
24-05-2001    1
19-09-1991    1
20-07-1990    1
13-06-1994    1
10-01-2012    1
08-03-1995    1
10-02-1998    1
19-07-2006    1
11-01-2009    1
12-01-2012    1
03-09-2008    1
11-07-1991    1
29-08-2010    1
09-06-2001    1
05-07-2007    1
06-06-2002    1
05-07-2000    1
26-11-2001    1
05-02-2006    1
27-04-2009    1
08-07-2001    1
05-06-2011    1
23-04-2008    1
11-08-2007    1
15-11-2000    1
17-02-2010    1
01-03-2002    1
03-05-1991    1
17-11-2009    1
05-05-1998    1
10-12-2014    1
13-06-1992    1
29-05-1999    1
05-12-2014    1
25-04-2014    1
03-12-2005    1
05-12-1995    1
21-02-2006    1
27-10-2013    1
16-10-2002    1
12-10-1994    1
20-02-1998    1
05-02-1991    1
18-10-2005    1
18-11-2011    1
27-02-1994    1
22-03-2000    1
08-01-1994    1
08-06-1994    1
18-12-1994    1
19-03-1992    1
29-08-1995    1
06-06-2001    1
12-01-2010    1
29-03-2004    1
13-09-2003    1
08-04-1991    1
26-03-1995    1
15-07-1990    1
12-11-2009    1
01-02-1990    1
11-05-1996    1
23-06-2000    1
17-06-2009    1
24-04-1995    1
27-09-1990    1
03-03-1997    1
05-11-2008    1
02-09-2014    1
21-04-2003    1
03-11-1996    1
17-08-2014    1
15-09-1990    1
31-10-1997    1
03-10-1994    1
30-12-2002    1
06-03-2005    1
20-05-1995    1
16-07-1998    1
11-12-1992    1
09-04-1999    1
19-03-2014    1
15-12-1996    1
25-01-1999    1
08-02-1991    1
05-09-1996    1
10-11-2005    1
10-06-2014    1
18-11-1994    1
05-02-1997    1
30-08-2014    1
25-11-2009    1
12-09-1994    1
23-10-1996    1
13-11-2002    1
19-05-1990    1
19-04-2002    1
14-02-1994    1
16-09-1990    1
18-08-1990    1
15-02-1990    1
18-10-2012    1
18-06-2011    1
05-01-2012    1
23-08-2003    1
22-12-1995    1
09-12-1992    1
14-03-1995    1
21-04-1997    1
09-04-2003    1
15-03-2007    1
17-12-1995    1
03-12-2012    1
12-08-1999    1
15-08-1990    1
08-04-1996    1
18-12-1996    1
17-09-1994    1
04-06-2012    1
30-01-1992    1
18-02-1997    1
12-12-2011    1
23-08-1994    1
17-07-2005    1
10-03-1997    1
31-05-2004    1
25-02-2011    1
09-07-2001    1
01-08-2003    1
07-02-2007    1
05-04-2002    1
10-12-2005    1
18-06-1993    1
08-08-2010    1
18-11-1993    1
24-04-2013    1
28-04-2007    1
29-11-2009    1
11-06-2014    1
26-03-1990    1
20-06-2012    1
28-06-2010    1
16-07-1995    1
29-11-2004    1
29-09-2005    1
21-04-2010    1
28-03-1990    1
09-02-1993    1
04-04-2003    1
14-11-2014    1
08-02-2009    1
29-10-1991    1
01-02-1998    1
22-06-2009    1
09-05-2009    1
14-01-2005    1
21-04-2014    1
15-07-2000    1
30-09-1991    1
02-01-2004    1
04-12-2007    1
10-12-1993    1
11-05-1997    1
14-10-1992    1
02-10-2003    1
11-01-2010    1
25-01-2006    1
25-06-2002    1
20-11-2002    1
21-08-1991    1
03-06-2014    1
18-12-2013    1
12-10-1998    1
12-07-2013    1
29-06-2006    1
17-06-2005    1
05-10-1999    1
09-04-2001    1
13-10-1990    1
13-04-2006    1
02-06-2012    1
06-09-1995    1
11-09-1997    1
26-08-2004    1
08-12-2001    1
24-10-2004    1
24-09-1994    1
25-11-1994    1
01-10-2010    1
17-02-2003    1
16-12-2007    1
22-06-1990    1
10-02-1993    1
30-07-2003    1
17-07-1995    1
17-08-1994    1
27-09-2010    1
08-05-2001    1
23-05-1999    1
17-02-1995    1
13-09-2002    1
30-06-2004    1
04-04-1992    1
16-11-2004    1
18-07-2002    1
09-03-2007    1
08-01-1990    1
02-09-1996    1
06-05-2002    1
12-03-1994    1
11-12-1994    1
10-10-1993    1
10-11-1992    1
20-01-2014    1
16-09-1997    1
13-11-2014    1
12-04-2013    1
05-08-1993    1
06-08-1999    1
14-05-2006    1
28-10-1999    1
11-02-2003    1
17-09-2014    1
02-12-2011    1
25-02-2008    1
08-08-1994    1
25-05-2002    1
25-04-1991    1
06-05-1991    1
04-01-1996    1
18-02-2000    1
21-12-2006    1
22-05-1999    1
14-06-2004    1
18-10-1996    1
04-12-2005    1
27-07-2005    1
23-12-2013    1
04-05-1995    1
14-11-1999    1
29-05-2003    1
13-04-2002    1
02-10-1990    1
05-08-2012    1
28-04-2005    1
20-07-2008    1
15-03-1992    1
03-11-1991    1
18-03-2008    1
24-09-1992    1
01-12-2008    1
09-08-2002    1
09-02-2000    1
18-02-1995    1
07-06-1994    1
16-06-1993    1
05-07-2009    1
10-10-2005    1
15-06-2004    1
25-12-2001    1
05-08-2014    1
07-04-1994    1
30-12-2011    1
18-06-1998    1
10-09-1998    1
25-07-2011    1
03-10-2000    1
18-02-1999    1
25-08-2011    1
26-06-2001    1
16-03-2008    1
14-01-2008    1
03-02-1990    1
21-07-2008    1
10-04-1992    1
07-09-2006    1
09-08-2003    1
21-10-2009    1
23-07-2009    1
04-01-2009    1
18-08-1996    1
03-09-2013    1
04-02-1992    1
19-12-1998    1
08-08-2013    1
05-12-2013    1
14-01-1998    1
01-02-2011    1
07-11-2008    1
29-05-1995    1
15-11-2004    1
09-10-2012    1
26-01-1996    1
20-10-1993    1
25-06-2011    1
24-03-2007    1
22-11-2012    1
16-11-2000    1
17-08-1991    1
06-10-2012    1
22-03-1992    1
12-04-2002    1
07-04-2005    1
02-06-2002    1
21-05-2000    1
11-07-2007    1
17-02-2009    1
30-04-2007    1
19-12-1997    1
17-03-1990    1
11-11-1994    1
07-09-1999    1
16-02-2001    1
28-10-2008    1
30-03-1995    1
15-05-2000    1
23-01-1996    1
23-02-1990    1
20-08-1990    1
06-06-1993    1
18-02-2007    1
11-11-1996    1
03-07-1992    1
10-07-2012    1
03-03-2007    1
15-06-2014    1
27-06-2005    1
05-12-2009    1
08-01-2013    1
27-05-2003    1
21-02-1995    1
11-04-2005    1
23-01-2002    1
18-01-2003    1
29-01-1993    1
07-03-2008    1
26-01-1994    1
14-03-1990    1
19-04-2009    1
01-07-2005    1
08-07-1996    1
16-06-2003    1
20-09-1993    1
28-05-2014    1
19-04-2006    1
30-11-1996    1
25-05-2011    1
15-10-1996    1
21-03-1998    1
10-01-2004    1
09-01-1999    1
28-10-1997    1
28-03-2001    1
13-07-2013    1
09-12-2001    1
05-08-1997    1
03-11-2009    1
21-11-1991    1
06-03-2004    1
21-01-2002    1
02-08-1990    1
14-02-1996    1
28-01-2003    1
29-04-1990    1
12-10-2006    1
28-03-2003    1
11-03-2007    1
02-10-1992    1
04-11-1991    1
29-03-1995    1
27-06-2006    1
17-08-2011    1
22-01-2011    1
04-01-2003    1
24-05-2006    1
30-10-1997    1
14-10-2005    1
01-05-1999    1
19-06-1996    1
15-08-2000    1
07-04-1992    1
26-05-2002    1
05-05-1993    1
27-05-1994    1
22-11-2008    1
24-12-2006    1
05-08-2006    1
27-05-2002    1
30-04-2006    1
18-03-2003    1
27-11-1990    1
24-04-2012    1
21-12-1999    1
06-06-1992    1
06-05-2014    1
03-03-1992    1
12-09-2001    1
06-06-2011    1
15-07-2004    1
15-01-1992    1
21-12-1996    1
03-08-2010    1
07-01-2005    1
02-05-2007    1
31-08-2014    1
04-02-2004    1
11-06-2008    1
23-11-1997    1
19-08-1995    1
06-12-1993    1
08-02-1996    1
05-10-1991    1
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18-06-2000    1
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28-08-1998    1
20-11-1991    1
25-12-1991    1
23-08-2009    1
24-07-1999    1
18-08-2007    1
18-02-2011    1
02-04-2002    1
05-05-1991    1
02-08-1991    1
10-04-1994    1
26-09-2010    1
29-02-2004    1
31-12-2012    1
25-02-2005    1
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01-11-2014    1
06-08-1994    1
12-08-2004    1
17-09-2003    1
27-12-2001    1
16-01-2013    1
24-12-2012    1
27-04-2012    1
29-11-2001    1
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21-08-2006    1
18-03-1990    1
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06-12-2006    1
23-07-1996    1
28-09-2007    1
20-11-2010    1
17-09-2011    1
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24-06-1998    1
30-08-1997    1
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17-04-2005    1
24-03-2006    1
28-03-2006    1
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13-01-1991    1
27-01-2000    1
08-10-1995    1
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20-02-2001    1
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22-07-2002    1
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21-09-1990    1
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28-11-2002    1
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19-09-2007    1
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11-10-1992    1
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04-03-2006    1
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28-02-1997    1
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17-07-2012    1
16-07-1991    1
03-08-1994    1
29-07-1996    1
28-09-1994    1
04-11-2004    1
28-07-2014    1
05-08-2005    1
29-07-2009    1
21-04-2001    1
10-02-2008    1
22-09-2002    1
04-11-2010    1
14-11-2007    1
01-06-1997    1
23-02-2014    1
24-05-2004    1
25-11-2004    1
10-02-1994    1
04-03-2003    1
15-02-2011    1
01-05-2013    1
03-01-2015    1
23-01-2013    1
11-09-2004    1
25-08-1990    1
26-06-2009    1
13-04-1991    1
28-12-1999    1
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21-04-2008    1
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16-05-1990    1
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29-09-1997    1
07-05-1990    1
18-09-1999    1
08-05-2005    1
11-05-2010    1
02-08-2009    1
15-10-2005    1
26-01-2011    1
10-04-1996    1
23-04-1995    1
18-10-1995    1
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18-07-1991    1
14-09-2001    1
09-03-1999    1
24-06-2003    1
26-08-2012    1
01-03-1997    1
19-05-1993    1
06-07-1996    1
09-12-2005    1
22-09-1990    1
29-08-1999    1
06-11-2001    1
07-08-1994    1
11-02-2010    1
12-07-2006    1
06-10-2002    1
19-12-2011    1
10-06-2001    1
15-02-2001    1
23-08-1996    1
07-08-1992    1
05-07-2003    1
10-02-2007    1
28-12-2014    1
17-10-2014    1
21-07-1996    1
02-07-1991    1
07-01-2008    1
11-10-2003    1
13-02-2003    1
26-06-2000    1
16-07-2004    1
04-03-2007    1
09-10-2009    1
09-07-2013    1
14-03-2007    1
07-12-1993    1
12-02-2009    1
23-02-1993    1
28-01-1992    1
16-07-2003    1
24-06-2009    1
04-07-1997    1
18-04-1993    1
21-03-2008    1
03-02-1999    1
06-09-2000    1
11-11-2013    1
09-10-1995    1
25-10-2007    1
09-10-1990    1
20-03-1991    1
19-12-2001    1
08-11-2009    2
27-07-2014    2
25-12-2013    2
11-03-2010    2
15-05-1997    2
16-05-2008    2
28-12-2002    2
16-07-2002    2
20-07-1991    2
07-12-1995    2
04-06-2000    2
03-02-1997    2
28-01-2010    2
21-09-1996    2
09-08-2004    2
14-12-1991    2
04-05-2000    2
05-01-1992    2
19-09-1995    2
03-01-2004    2
07-04-1999    2
30-08-1993    2
28-12-1991    2
09-07-2002    2
29-09-1999    2
07-12-1999    2
21-09-2005    2
25-09-2001    2
05-07-2014    2
11-11-1998    2
15-11-1997    2
09-03-2003    2
20-09-1990    2
25-05-1990    2
07-07-1996    2
24-06-1990    2
21-12-2002    2
06-05-2007    2
14-07-1997    2
07-11-1997    2
22-08-1991    2
14-04-1992    2
29-01-1998    2
05-08-1992    3
28-04-1992    3
01-01-2006    3
Name: policy_bind_date, dtype: int64


INCIDENT_DATE : 60
05-01-2015     7
11-01-2015     9
07-02-2015    10
25-01-2015    10
11-02-2015    10
10-02-2015    10
19-02-2015    10
29-01-2015    11
26-01-2015    11
02-01-2015    11
04-01-2015    12
01-03-2015    12
27-01-2015    13
23-01-2015    13
03-02-2015    13
09-02-2015    13
20-02-2015    14
27-02-2015    14
22-01-2015    14
15-01-2015    15
17-01-2015    15
28-01-2015    15
18-02-2015    15
15-02-2015    16
16-01-2015    16
16-02-2015    16
05-02-2015    16
13-02-2015    16
06-01-2015    17
09-01-2015    17
24-02-2015    17
08-02-2015    17
26-02-2015    17
20-01-2015    18
28-02-2015    18
14-02-2015    18
18-01-2015    18
03-01-2015    18
25-02-2015    18
01-02-2015    18
14-01-2015    19
01-01-2015    19
21-01-2015    19
12-01-2015    19
23-02-2015    19
21-02-2015    19
31-01-2015    20
12-02-2015    20
22-02-2015    20
06-02-2015    20
30-01-2015    21
13-01-2015    21
08-01-2015    22
19-01-2015    23
10-01-2015    24
04-02-2015    24
24-01-2015    24
07-01-2015    25
17-02-2015    26
02-02-2015    28
Name: incident_date, dtype: int64


INCIDENT_LOCATION : 1000
3340 3rd Hwy               1
3457 Texas Lane            1
9103 MLK Lane              1
1507 Solo Ave              1
4653 Pine St               1
6684 Solo Lane             1
9580 MLK Ave               1
3006 Lincoln Ridge         1
1358 Maple St              1
3029 5th Ave               1
2217 Tree Lane             1
4335 1st St                1
5189 Francis Drive         1
1553 Lincoln St            1
3660 Andromedia Hwy        1
5812 Weaver Ave            1
5499 Elm Hwy               1
4567 Pine Ave              1
7511 1st Ave               1
4710 Lincoln Hwy           1
5778 Pine Ridge            1
4143 Maple Ridge           1
4175 Elm Ridge             1
8281 Lincoln Lane          1
1725 Solo Lane             1
3929 Elm Ave               1
9787 Andromedia Ave        1
5894 Flute Drive           1
2100 Francis Drive         1
1298 Maple Hwy             1
2774 Apache Drive          1
8617 Best Ave              1
9720 Lincoln Hwy           1
3495 Britain Drive         1
6359 MLK Ridge             1
1331 Elm Ridge             1
6655 5th Drive             1
9988 Rock Ridge            1
6582 Elm Lane              1
2290 4th Ave               1
1529 Elm Ridge             1
5678 Lincoln Drive         1
9397 5th Hwy               1
1562 Britain St            1
9439 MLK St                1
7240 5th Ridge             1
5790 Flute Ridge           1
2873 Flute Ave             1
3592 MLK Ridge             1
3221 Solo Ridge            1
4239 Weaver Ave            1
7523 Oak Lane              1
2889 Francis St            1
9523 Solo Hwy              1
6375 2nd Lane              1
7314 Tree Drive            1
9278 Francis Ridge         1
5201 Texas Hwy             1
7601 Andromedia Lane       1
2644 Elm Drive             1
4972 Francis Lane          1
2123 MLK Ridge             1
2204 Washington Lane       1
9239 Washington Ridge      1
7846 Andromedia Drive      1
9760 Solo Lane             1
2577 Texas Ridge           1
8876 1st St                1
5028 Maple Ridge           1
9105 Tree Lane             1
2654 Embaracadero St       1
6834 1st Drive             1
3553 Texas Ave             1
6399 Oak Drive             1
6179 3rd Ridge             1
5821 2nd St                1
7628 4th Lane              1
7488 Lincoln Lane          1
4857 Weaver St             1
2920 5th Ave               1
8118 Elm Ridge             1
8576 Andromedia St         1
5104 Francis Drive         1
3929 Oak Drive             1
1989 Solo Lane             1
8864 Tree Ridge            1
6250 1st Ridge             1
2654 Elm Drive             1
1655 Francis Hwy           1
3926 Rock Lane             1
4642 Rock Ridge            1
9214 Texas Drive           1
6149 Best Ridge            1
4814 Lincoln Lane          1
5071 Flute Ridge           1
1833 Solo Ave              1
4232 Britain Ridge         1
5783 Oak Ave               1
4939 Best St               1
6956 Maple Drive           1
2968 Andromedia Ave        1
1364 Best St               1
6618 Cherokee Drive        1
6092 5th Ave               1
5474 Weaver Hwy            1
1580 Maple Lane            1
8269 Sky Hwy               1
2324 Texas Ridge           1
4546 Tree St               1
4964 Elm Lane              1
5994 5th Ave               1
8014 Embaracadero Drive    1
4154 Lincoln Hwy           1
3966 Francis Ridge         1
5838 Pine Lane             1
6678 Weaver Drive          1
3884 Pine Lane             1
8211 Sky Hwy               1
9418 5th Hwy               1
5071 1st Lane              1
6378 Britain Ave           1
5971 5th Hwy               1
1173 Andromedia Ave        1
6158 Sky Ridge             1
4633 5th Lane              1
1437 3rd Lane              1
7900 Sky Hwy               1
4699 Texas Ridge           1
8080 Oak Lane              1
9214 Elm Ridge             1
8214 Flute St              1
1679 2nd Hwy               1
2272 Embaracadero Drive    1
1328 Texas Lane            1
2275 Best Lane             1
8100 3rd Ave               1
3567 4th Drive             1
3998 Flute St              1
3540 Maple St              1
6309 Cherokee Ave          1
3311 2nd Drive             1
8336 1st Ridge             1
3796 Cherokee Drive        1
6550 Andromedia St         1
6751 5th Hwy               1
8983 Tree St               1
3416 Washington Drive      1
9038 2nd Lane              1
3087 Oak Hwy               1
7756 Solo Drive            1
1824 5th Lane              1
1316 Britain Ridge         1
7583 Washington Ave        1
7098 Lincoln Hwy           1
1267 Francis Hwy           1
7825 1st Ridge             1
7721 Washington Ridge      1
5279 Pine Ridge            1
8492 Andromedia Ridge      1
6957 Weaver Drive          1
3618 Sky Ave               1
6408 Weaver Ridge          1
7630 Rock Drive            1
7253 MLK St                1
4866 4th Hwy               1
3770 Flute Drive           1
6981 Weaver St             1
4492 Andromedia Ave        1
6440 Rock Lane             1
1353 Washington St         1
4486 Cherokee Ridge        1
7575 Pine St               1
3220 Rock Drive            1
2725 Britain Ridge         1
6409 Cherokee Drive        1
7649 Texas St              1
9818 Cherokee Ave          1
8538 Texas Lane            1
6206 3rd Ridge             1
3184 Oak Ave               1
9685 Sky Ridge             1
5771 Best St               1
7434 Oak Hwy               1
7644 Tree Ridge            1
2526 Embaracadero Ave      1
7061 Cherokee Drive        1
1102 Apache Hwy            1
2862 Tree Ridge            1
6723 Best Drive            1
1248 MLK Ridge             1
3982 Washington Hwy        1
5806 Embaracadero St       1
9067 Texas Ave             1
6012 Texas Hwy             1
1821 Andromedia Ridge      1
6619 Flute Ave             1
7295 Tree Hwy              1
3320 5th Hwy               1
2603 Andromedia Hwy        1
6874 Maple Ridge           1
4862 Lincoln Hwy           1
3419 Apache St             1
5608 Solo St               1
9240 Britain Ave           1
1416 Cherokee Ridge        1
4672 MLK St                1
9821 Francis Ave           1
2193 4th Ridge             1
8689 Maple Hwy             1
7859 4th Ridge             1
7928 Maple Ridge           1
5211 Weaver Drive          1
4907 Andromedia Drive      1
5639 1st Ridge             1
9706 MLK Lane              1
4538 Flute Hwy             1
9633 MLK Lane              1
7709 Rock Lane             1
6939 3rd Hwy               1
2502 Apache Hwy            1
7937 Weaver Ridge          1
2457 Washington Ave        1
7773 Tree Hwy              1
9373 Pine Hwy              1
3492 Flute Lane            1
7082 Oak Ridge             1
8822 Sky St                1
9911 Britain Lane          1
9728 Britain Hwy           1
6058 Andromedia Hwy        1
4460 4th Lane              1
5719 2nd Lane              1
9177 Texas Ave             1
9730 2nd Hwy               1
6985 Maple Lane            1
6467 Best Ave              1
6838 Flute Lane            1
1810 Elm Hwy               1
2500 Tree St               1
6971 Best Ridge            1
6859 Flute Ridge           1
8404 Embaracadero St       1
9633 4th St                1
2469 Francis Lane          1
2492 Lincoln Lane          1
1830 Sky St                1
2220 1st Lane              1
6317 Best St               1
6848 Elm Hwy               1
8917 Tree Ridge            1
2950 MLK Ave               1
7576 Pine Ridge            1
9744 Texas Drive           1
1110 4th Drive             1
5312 Francis Ridge         1
6530 Weaver Ave            1
4955 Lincoln Ridge         1
1365 Francis Ave           1
4237 4th St                1
6604 Apache Drive          1
7797 Tree Ridge            1
8758 5th St                1
8907 Tree Ave              1
2798 1st Ave               1
9417 Tree Hwy              1
2333 Maple Lane            1
4618 Flute Ave             1
8906 Elm Lane              1
4755 Best Lane             1
5846 Weaver Drive          1
2005 Texas Hwy             1
6259 Weaver St             1
1491 Francis Ridge         1
2381 1st Hwy               1
4614 MLK Ave               1
9360 3rd Drive             1
2037 5th Drive             1
2352 Sky Drive             1
7877 3rd Ridge             1
8742 4th St                1
6738 Washington Hwy        1
5780 4th Ave               1
3039 Oak Hwy               1
7897 Lincoln St            1
8456 1st Ave               1
6706 Francis Drive         1
1320 Flute Lane            1
1840 Embaracadero Ave      1
9138 1st St                1
8212 Flute Ridge           1
8548 Cherokee Ridge        1
7791 Britain Ridge         1
9935 4th Drive             1
6355 4th Hwy               1
9588 Solo St               1
6068 2nd St                1
3167 4th Ridge             1
5333 MLK Lane              1
3028 5th St                1
8493 Apache Drive          1
9070 Tree Ave              1
1956 Apache St             1
8198 Embaracadero Lane     1
1331 Britain Hwy           1
8782 3rd St                1
9737 Solo Hwy              1
5418 Britain Ave           1
5663 Oak Lane              1
3841 Washington Lane       1
6934 Lincoln Ave           1
2533 Elm St                1
3915 Embaracadero St       1
3834 Pine St               1
5475 Rock Lane             1
6889 Cherokee St           1
7466 MLK Ridge             1
4872 Rock Ridge            1
8834 Elm Drive             1
5341 5th Ave               1
5904 1st Drive             1
2376 Sky Ridge             1
7108 Tree St               1
7380 5th Hwy               1
3936 Tree Drive            1
6451 1st Hwy               1
5650 Sky Drive             1
6668 Andromedia Ridge      1
4625 MLK Drive             1
1469 Lincoln Drive         1
3998 4th Hwy               1
1951 Best Ave              1
8368 Cherokee Ave          1
8624 Francis Ave           1
4394 Oak St                1
8991 Texas Hwy             1
7930 Texas Ave             1
2617 Andromedia Drive      1
8006 Maple Hwy             1
9639 Britain Ridge         1
2820 Britain St            1
4519 Embaracadero St       1
7327 Lincoln Drive         1
2123 Texas Ave             1
8453 Elm St                1
3753 Francis Lane          1
6137 MLK St                1
8949 Rock Hwy              1
4475 Lincoln Ridge         1
1546 Cherokee Ave          1
7571 Elm Ridge             1
5168 5th Ave               1
7973 4th St                1
4119 Texas St              1
3797 Solo Lane             1
4885 Oak Lane              1
1919 4th Lane              1
9082 3rd Lane              1
4434 Weaver St             1
1515 Embaracadero St       1
7042 Maple Ridge           1
3952 Andromedia Lane       1
3925 Sky St                1
2299 1st St                1
6751 Pine Ridge            1
8203 Lincoln Ave           1
3697 Apache Drive          1
3818 Texas Ridge           1
1123 5th Lane              1
4242 Rock Lane             1
4702 Texas Drive           1
3656 Solo Ave              1
9286 Oak Ave               1
8701 5th Lane              1
4981 Weaver St             1
8306 1st Drive             1
7745 Washington Ridge      1
1386 Britain St            1
5969 Francis St            1
7168 Andromedia Ridge      1
1472 4th Drive             1
6676 Tree Lane             1
8941 Solo Ridge            1
1186 Rock St               1
2537 5th Ave               1
2804 Best St               1
6581 Rock Ridge            1
1275 4th Ridge             1
9942 Tree Ave              1
3196 Cherokee St           1
2318 Washington Hwy        1
3376 5th Drive             1
6851 3rd Drive             1
2865 Maple Lane            1
4347 2nd Ridge             1
9682 Cherokee Ridge        1
1213 4th Lane              1
9352 Washington Ave        1
6256 Elm St                1
5226 Maple St              1
1910 Sky Ave               1
1815 Cherokee Drive        1
4574 Britain Hwy           1
2280 4th Ave               1
6888 Elm Ridge             1
7397 4th Drive             1
2757 4th Hwy               1
8078 Britain Hwy           1
3127 Flute St              1
1346 5th Lane              1
1532 Washington St         1
6501 5th Drive             1
8940 Elm Ave               1
5649 Texas Ave             1
9719 4th Lane              1
1273 Rock Lane             1
3842 Solo Ridge            1
8766 Lincoln Lane          1
7236 Apache Lane           1
7544 Washington Ave        1
8096 Apache Hwy            1
3525 3rd Hwy               1
4826 5th St                1
9224 Sky Drive             1
4020 Best Drive            1
3809 Texas Lane            1
7495 Washington Ave        1
9020 Elm Ave               1
2808 Elm St                1
6492 4th Lane              1
2003 Maple Hwy             1
3618 Maple Lane            1
9657 5th Ave               1
8805 Cherokee Drive        1
3061 Francis Hwy           1
8621 Best Ridge            1
6605 Tree Ave              1
9573 Weaver Ave            1
8101 3rd Ridge             1
7460 Apache Lane           1
5318 5th Ave               1
8638 3rd Ave               1
7693 Cherokee Lane         1
3066 Francis Ave           1
4835 Britain Ridge         1
4629 Elm Ridge             1
1705 Weaver St             1
6309 5th Ave               1
2397 Cherokee Ave          1
6658 Weaver St             1
9742 5th Ridge             1
9034 Weaver Ridge          1
8381 Solo Hwy              1
9316 Pine Ave              1
5630 1st Drive             1
5997 Embaracadero Drive    1
8832 Pine Drive            1
6677 Andromedia Drive      1
4994 Lincoln Drive         1
9847 Elm St                1
5602 Britain St            1
1809 Sky St                1
1555 Washington Lane       1
1916 Elm St                1
7782 Rock St               1
5532 Francis Lane          1
6741 Oak Ridge             1
7693 Britain Lane          1
1128 Maple Lane            1
5280 Pine Ave              1
5532 Weaver Ridge          1
9816 Britain St            1
8204 Pine Lane             1
4627 Elm Ridge             1
3092 Texas Drive           1
1914 Francis St            1
5925 Tree Hwy              1
3397 5th Ave               1
7281 Oak St                1
4447 Francis Hwy           1
1845 Best St               1
1325 1st Lane              1
2697 Oak Drive             1
9724 Maple St              1
7121 Britain Drive         1
8542 Lincoln Ridge         1
5061 Francis Ave           1
2777 Solo Drive            1
6493 Lincoln Lane          1
1953 Sky Lane              1
1618 Maple Hwy             1
1371 Texas Lane            1
6193 1st Hwy               1
3653 Elm Drive             1
4429 Washington St         1
3707 Oak Ridge             1
3664 Francis Ridge         1
8667 Weaver Lane           1
7477 MLK Drive             1
2903 Weaver Drive          1
7582 Pine Drive            1
4369 Maple Lane            1
5191 4th St                1
4585 Francis Ave           1
4176 Britain Hwy           1
3847 Elm Hwy               1
2832 Andromedia Lane       1
6931 Elm St                1
4755 1st St                1
2199 Texas Drive           1
7976 Britain Drive         1
8489 Pine Hwy              1
8983 Francis Ridge         1
4876 Washington Drive      1
7705 Lincoln Drive         1
6516 Solo Drive            1
4214 MLK Ridge             1
4231 3rd Ave               1
1738 Solo Lane             1
5743 4th Ridge             1
8212 Rock Ave              1
2823 Weaver Lane           1
3052 Weaver Ridge          1
7783 Lincoln Hwy           1
6515 Oak Lane              1
5779 2nd Lane              1
8021 Flute Ave             1
3414 Elm Ave               1
3995 Lincoln Hwy           1
7733 Britain Lane          1
9322 Rock Hwy              1
9325 Lincoln Drive         1
1558 1st Ridge             1
3275 Pine St               1
6428 Andromedia Lane       1
2711 Britain Ave           1
9573 2nd Ave               1
3439 Andromedia Hwy        1
7909 Andromedia Hwy        1
7684 Francis Ridge         1
8509 Apache St             1
4554 Sky Ave               1
6435 Texas Ave             1
8845 5th Ave               1
3288 Tree Lane             1
8926 Texas Ridge           1
3799 Embaracadero Drive    1
2756 Britain Hwy           1
5874 1st Hwy               1
7331 Sky Hwy               1
8821 Elm St                1
9422 Washington Ridge      1
2986 MLK Drive             1
9633 Rock Hwy              1
2651 MLK Lane              1
3263 Pine Ridge            1
6583 MLK Ridge             1
6608 Apache Lane           1
1699 Oak Drive             1
6315 2nd Lane              1
1012 5th Lane              1
8954 Apache Lane           1
3102 Apache St             1
3903 Oak Ave               1
4188 Britain Ave           1
3246 Britain Ridge         1
7780 Flute Lane            1
4577 Sky Hwy               1
2430 MLK Ave               1
7281 Maple Hwy             1
8655 Cherokee Lane         1
5584 Britain Lane          1
8964 Francis St            1
8188 Tree Ave              1
6303 1st Drive             1
3693 Pine Ave              1
9878 Washington Ave        1
6011 Britain St            1
6456 Andromedia Drive      1
2311 4th St                1
8215 Flute Drive           1
8639 5th Hwy               1
3751 Tree Hwy              1
6724 Andromedia St         1
7756 Pine Hwy              1
3486 Flute Ave             1
4780 Best Drive            1
5431 3rd Ridge             1
7740 MLK St                1
5459 MLK Ave               1
1240 Tree Lane             1
9489 3rd St                1
7002 Oak Hwy               1
1628 Best Drive            1
6045 Andromedia St         1
1220 MLK Ave               1
7316 Texas Ave             1
5985 Lincoln Lane          1
6128 Elm Lane              1
9153 3rd Hwy               1
8862 Maple Ridge           1
8081 Flute Ridge           1
4098 Weaver Ridge          1
3089 Oak Ridge             1
5771 Sky Ave               1
6603 Francis Hwy           1
8920 Best Ave              1
8492 Weaver Hwy            1
3327 Lincoln Drive         1
4264 Lincoln Ridge         1
1992 Britain Drive         1
1762 Maple Hwy             1
4279 Solo Drive            1
4431 Rock St               1
5839 Weaver Lane           1
2900 Sky Drive             1
2914 Oak Drive             1
1589 Pine St               1
1880 Weaver Drive          1
3900 Texas St              1
4793 4th Ridge             1
9154 MLK Hwy               1
3104 Sky Drive             1
4558 3rd Hwy               1
5051 Elm St                1
1536 Flute Drive           1
5058 4th Lane              1
6681 Texas Ridge           1
4693 Lincoln Hwy           1
6494 4th Ave               1
1269 Flute Drive           1
7574 4th St                1
8879 1st Drive             1
3097 4th Drive             1
6110 Rock Ridge            1
4985 Sky Lane              1
4477 5th Ave               1
2293 Washington Ave        1
4782 Sky Lane              1
7717 Britain Hwy           1
4937 Flute Drive           1
1941 5th Ridge             1
8085 Andromedia St         1
5914 Oak Ave               1
5074 3rd St                1
5383 Maple Drive           1
4053 Sky Lane              1
6853 Sky Hwy               1
5007 Oak St                1
9875 MLK Ave               1
4910 1st Lane              1
7609 Rock St               1
1215 Pine Hwy              1
7299 Apache St             1
6574 4th Drive             1
7877 Sky Lane              1
2078 3rd Ave               1
4390 4th Drive             1
9751 Sky Ridge             1
5765 Washington St         1
5480 3rd Ridge             1
6738 Francis Hwy           1
1388 Embaracadero Hwy      1
3492 Britain St            1
6955 Pine Drive            1
5178 Weaver Hwy            1
5812 3rd Hwy               1
9138 3rd St                1
9317 Apache Ave            1
3878 Tree Lane             1
9748 Sky Drive             1
2644 MLK Drive             1
4905 Best Lane             1
9734 2nd Ridge             1
5622 Best Ridge            1
9751 Tree St               1
7459 Flute St              1
4158 Washington Lane       1
5249 4th Ave               1
3808 5th Ave               1
6044 Weaver Drive          1
7223 Embaracadero St       1
3846 4th Hwy               1
3790 Andromedia Hwy        1
3508 Washington St         1
6719 Flute St              1
9562 4th Ridge             1
3706 4th Hwy               1
3098 Oak Lane              1
9910 Maple Ave             1
1512 Rock Lane             1
3422 Flute St              1
1643 Washington Hwy        1
5621 4th Ave               1
2509 Rock Drive            1
5586 2nd St                1
6634 Texas Ridge           1
9369 Flute Hwy             1
3423 Francis Ave           1
3172 Tree Ridge            1
1030 Pine Lane             1
7142 5th Lane              1
1832 Elm Hwy               1
5093 Flute Lane            1
3171 Andromedia Lane       1
7178 Best Drive            1
8150 Washington Ridge      1
5540 Sky St                1
5585 Washington Drive      1
7121 Rock St               1
1879 4th Lane              1
7066 Texas Ave             1
2886 Tree Ridge            1
9798 Sky Ridge             1
1589 Best Ave              1
3659 Oak Lane              1
4981 Flute Hwy             1
5260 Francis Drive         1
9358 Texas Ridge           1
3289 Britain Drive         1
7819 2nd Ave               1
6067 Weaver Ridge          1
4687 5th Drive             1
3323 1st Lane              1
5160 2nd Hwy               1
4931 Maple Drive           1
7393 Washington St         1
7502 Rock Lane             1
9397 Francis St            1
1923 2nd Hwy               1
3814 Britain Drive         1
3100 Best St               1
1929 Britain Drive         1
4095 MLK St                1
3966 Oak Hwy               1
8973 Washington St         1
5455 Oak Hwy               1
8995 1st Ave               1
5812 Oak St                1
7069 4th Hwy               1
2577 Washington Drive      1
2494 Andromedia Drive      1
8049 4th St                1
1681 Cherokee Hwy          1
4254 Best Ridge            1
5782 Rock Drive            1
7447 Lincoln Ridge         1
4983 MLK Ridge             1
7041 Tree Ridge            1
5640 Embaracadero Lane     1
5380 Pine St               1
7816 MLK Lane              1
7701 Tree St               1
1707 Sky Ave               1
2087 Apache Ave            1
7144 Andromedia St         1
6390 Apache St             1
4539 Texas St              1
5865 Sky Lane              1
4055 2nd Drive             1
2849 Pine Drive            1
2889 Weaver St             1
5277 Texas Lane            1
8668 Flute St              1
8618 Texas Lane            1
3930 Embaracadero St       1
2905 Embaracadero Drive    1
9236 2nd Hwy               1
6443 Washington Ridge      1
9603 Texas Lane            1
6717 Best Drive            1
8167 Apache Ave            1
1376 Pine St               1
6731 Andromedia Hwy        1
4721 Cherokee Hwy          1
2253 Maple Ave             1
9918 Andromedia Drive      1
5276 2nd Lane              1
9007 Francis Hwy           1
5352 Lincoln Drive         1
8245 4th Hwy               1
6660 MLK Drive             1
4545 4th Ridge             1
9101 2nd Hwy               1
8770 1st Lane              1
1957 Washington Ave        1
6608 MLK Hwy               1
7121 Francis Lane          1
6357 Texas Lane            1
4615 Embaracadero Ave      1
7552 3rd St                1
4296 Pine Hwy              1
1218 Sky Hwy               1
3769 Sky St                1
7954 Tree Ridge            1
5862 Apache Ridge          1
3771 4th St                1
1578 5th Lane              1
1985 5th Ave               1
8097 Maple Lane            1
7428 Sky Hwy               1
8602 Washington Ridge      1
8353 Britain Ridge         1
3122 Apache Drive          1
6638 Tree Drive            1
8125 Texas Ridge           1
4414 Solo Drive            1
3777 Maple Ave             1
4268 2nd Ave               1
1229 5th Ave               1
7238 2nd St                1
3227 Maple Ave             1
1306 Andromedia St         1
5901 Elm Drive             1
6702 Andromedia St         1
1381 Francis Ave           1
2299 Britain Drive         1
6945 Texas Hwy             1
8718 Apache Lane           1
3658 Rock Drive            1
6035 Rock Ave              1
7476 4th St                1
3041 3rd Ave               1
9245 Weaver Ridge          1
4107 MLK Ridge             1
6522 Apache Drive          1
6117 4th Ave               1
7923 Elm Ave               1
1741 Best Ridge            1
1806 Weaver Ridge          1
3488 Flute Lane            1
2539 Embaracadero Ridge    1
1133 Apache St             1
1654 Pine St               1
5769 Texas Lane            1
8704 Britain Lane          1
5868 Best Drive            1
6104 Oak Ave               1
2668 Cherokee St           1
9488 Best Drive            1
9856 Apache St             1
7629 5th St                1
6331 MLK Ave               1
8579 Apache Drive          1
2289 Weaver Ridge          1
6429 4th Hwy               1
9081 Cherokee Hwy          1
7535 5th Lane              1
8477 Francis Hwy           1
7201 Washington Ave        1
2230 1st St                1
9610 Cherokee St           1
3743 Andromedia Ridge      1
6479 Francis Ave           1
3418 Texas Lane            1
2086 Francis Drive         1
7197 2nd Drive             1
8459 Apache Ave            1
9043 Maple Hwy             1
9760 4th Hwy               1
4291 Sky Hwy               1
9078 Francis Ridge         1
2003 2nd Hwy               1
8586 1st Ridge             1
1091 1st Drive             1
3053 Lincoln Drive         1
9148 4th Hwy               1
2100 MLK St                1
8809 Flute St              1
1620 Oak Ave               1
7529 Solo Ridge            1
5269 Flute Hwy             1
2337 Lincoln Hwy           1
4453 Best Ave              1
5650 Rock Ave              1
5236 Weaver Drive          1
2878 Britain Hwy           1
2014 Rock Ave              1
9066 Best Ridge            1
1818 Tree St               1
5868 Sky Hwy               1
8064 4th Ave               1
3555 Francis Ridge         1
9611 Pine Ridge            1
4671 5th Ridge             1
6329 Apache Ave            1
9929 Rock Drive            1
4234 Cherokee Lane         1
2646 MLK Drive             1
9484 Pine Drive            1
7500 Texas Ridge           1
3177 MLK Ridge             1
4116 Embaracadero Lane     1
7162 Maple Ave             1
8749 Tree St               1
7570 Cherokee Drive        1
4496 Pine Lane             1
3639 Flute Hwy             1
1028 Sky Lane              1
1454 5th Ridge             1
8957 Weaver Drive          1
1087 Flute Drive           1
6484 Tree Drive            1
3447 Solo Ave              1
2306 5th Lane              1
8811 Maple Hwy             1
7615 Weaver Drive          1
7405 Oak St                1
8524 Pine Lane             1
9529 4th Drive             1
8897 Sky St                1
7504 Flute Drive           1
9293 Pine Lane             1
3550 Washington Ave        1
2753 Cherokee Ave          1
7155 Apache Drive          1
4939 Oak Lane              1
2980 Sky Ridge             1
7551 Britain Lane          1
3805 Lincoln Hwy           1
2787 MLK St                1
5924 Maple Drive           1
6165 Rock Ridge            1
3167 2nd St                1
6536 MLK Hwy               1
1540 Apache Lane           1
7835 Cherokee Hwy          1
3094 Best Lane             1
3982 Weaver Lane           1
4995 Weaver Ridge          1
9980 Lincoln Ave           1
3590 Best Hwy              1
3443 Maple Ridge           1
2809 Francis Lane          1
2063 Weaver St             1
5455 Tree Ridge            1
7135 Flute Lane            1
6384 5th Ridge             1
5499 Flute Ridge           1
6260 5th Lane              1
9109 Britain Drive         1
8442 Britain Hwy           1
7705 Best Ridge            1
2850 Washington St         1
5445 Tree Hwy              1
1126 Texas Hwy             1
7534 MLK Hwy               1
8872 Oak Ridge             1
1515 Pine Lane             1
9169 Pine Ridge            1
6259 Lincoln Hwy           1
8946 2nd Drive             1
5363 Weaver Lane           1
5224 5th Lane              1
4272 Oak Ridge             1
1422 Flute Ave             1
7828 Cherokee Ave          1
3726 MLK Hwy               1
1617 Rock Drive            1
3110 Lincoln Lane          1
9279 Oak Hwy               1
3835 5th Ave               1
4434 Lincoln Ave           1
3654 Cherokee Ave          1
9169 Cherokee Hwy          1
6191 Oak Lane              1
3282 4th Lane              1
4058 Tree Drive            1
4652 Flute Drive           1
2201 4th Lane              1
8991 Embaracadero Ave      1
1687 3rd Lane              1
5022 1st St                1
5855 Apache St             1
3872 5th Drive             1
7819 Oak St                1
7426 Rock Drive            1
7112 Weaver Ave            1
2117 Lincoln Hwy           1
1135 Solo Lane             1
5053 Tree Drive            1
5506 Best St               1
2696 Cherokee Ridge        1
6770 1st St                1
9794 Embaracadero St       1
4905 Francis Ave           1
9879 Apache Drive          1
5483 Francis Drive         1
2048 3rd Ridge             1
2733 Texas Drive           1
8233 Tree Drive            1
2215 Best Ave              1
2942 1st Lane              1
4965 MLK Drive             1
5124 Maple St              1
1598 3rd Drive             1
5667 4th Drive             1
7785 Lincoln Lane          1
2352 MLK Drive             1
3706 Texas Hwy             1
8917 Cherokee Lane         1
Name: incident_location, dtype: int64


FRAUD_REPORTED : 2
Y    247
N    753
Name: fraud_reported, dtype: int64


from sklearn.preprocessing import LabelEncoder
le=LabelEncoder()
fraud_con['fraud_reported']=le.fit_transform(fraud_con['fraud_reported'])
fraud_con.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 38 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   int8   
 4   policy_csl                   1000 non-null   int8   
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   int8   
 12  insured_hobbies              1000 non-null   int8   
 13  insured_relationship         1000 non-null   int8   
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   int8   
 18  collision_type               1000 non-null   int8   
 19  incident_severity            1000 non-null   int8   
 20  authorities_contacted        1000 non-null   int8   
 21  incident_state               1000 non-null   int8   
 22  incident_city                1000 non-null   int8   
 23  incident_location            1000 non-null   object 
 24  incident_hour_of_the_day     1000 non-null   int64  
 25  number_of_vehicles_involved  1000 non-null   int64  
 26  property_damage              1000 non-null   int8   
 27  bodily_injuries              1000 non-null   int64  
 28  witnesses                    1000 non-null   int64  
 29  police_report_available      1000 non-null   int8   
 30  total_claim_amount           999 non-null    float64
 31  injury_claim                 1000 non-null   int64  
 32  property_claim               994 non-null    float64
 33  vehicle_claim                1000 non-null   int64  
 34  auto_make                    1000 non-null   int8   
 35  auto_model                   1000 non-null   int8   
 36  auto_year                    1000 non-null   int64  
 37  fraud_reported               1000 non-null   int32  
dtypes: float64(5), int32(2), int64(12), int8(16), object(3)
memory usage: 227.5+ KB
fraud_enc = fraud_con.copy()
fraud_enc=fraud_enc.drop('incident_location',axis=1)
fraud_enc.shape
(1000, 37)
fraud_enc.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 37 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_bind_date             1000 non-null   object 
 3   policy_state                 1000 non-null   int8   
 4   policy_csl                   1000 non-null   int8   
 5   policy_deductable            1000 non-null   int64  
 6   policy_annual_premium        991 non-null    float64
 7   umbrella_limit               799 non-null    float64
 8   insured_zip                  1000 non-null   int64  
 9   insured_sex                  1000 non-null   int32  
 10  insured_education_level      1000 non-null   int8   
 11  insured_occupation           1000 non-null   int8   
 12  insured_hobbies              1000 non-null   int8   
 13  insured_relationship         1000 non-null   int8   
 14  capital-gains                1000 non-null   int64  
 15  capital-loss                 1000 non-null   int64  
 16  incident_date                1000 non-null   object 
 17  incident_type                1000 non-null   int8   
 18  collision_type               1000 non-null   int8   
 19  incident_severity            1000 non-null   int8   
 20  authorities_contacted        1000 non-null   int8   
 21  incident_state               1000 non-null   int8   
 22  incident_city                1000 non-null   int8   
 23  incident_hour_of_the_day     1000 non-null   int64  
 24  number_of_vehicles_involved  1000 non-null   int64  
 25  property_damage              1000 non-null   int8   
 26  bodily_injuries              1000 non-null   int64  
 27  witnesses                    1000 non-null   int64  
 28  police_report_available      1000 non-null   int8   
 29  total_claim_amount           999 non-null    float64
 30  injury_claim                 1000 non-null   int64  
 31  property_claim               994 non-null    float64
 32  vehicle_claim                1000 non-null   int64  
 33  auto_make                    1000 non-null   int8   
 34  auto_model                   1000 non-null   int8   
 35  auto_year                    1000 non-null   int64  
 36  fraud_reported               1000 non-null   int32  
dtypes: float64(5), int32(2), int64(12), int8(16), object(2)
memory usage: 219.7+ KB
final_df = fraud_enc.drop(['policy_bind_date', 'incident_date','auto_model'], axis = 1)
final_df.columns
Index(['months_as_customer', 'age', 'policy_state', 'policy_csl',
       'policy_deductable', 'policy_annual_premium', 'umbrella_limit',
       'insured_zip', 'insured_sex', 'insured_education_level',
       'insured_occupation', 'insured_hobbies', 'insured_relationship',
       'capital-gains', 'capital-loss', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted', 'incident_state',
       'incident_city', 'incident_hour_of_the_day',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'witnesses', 'police_report_available', 'total_claim_amount',
       'injury_claim', 'property_claim', 'vehicle_claim', 'auto_make',
       'auto_year', 'fraud_reported'],
      dtype='object')
final_df.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 1000 entries, 521585 to 556080
Data columns (total 34 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   int64  
 1   age                          996 non-null    float64
 2   policy_state                 1000 non-null   int8   
 3   policy_csl                   1000 non-null   int8   
 4   policy_deductable            1000 non-null   int64  
 5   policy_annual_premium        991 non-null    float64
 6   umbrella_limit               799 non-null    float64
 7   insured_zip                  1000 non-null   int64  
 8   insured_sex                  1000 non-null   int32  
 9   insured_education_level      1000 non-null   int8   
 10  insured_occupation           1000 non-null   int8   
 11  insured_hobbies              1000 non-null   int8   
 12  insured_relationship         1000 non-null   int8   
 13  capital-gains                1000 non-null   int64  
 14  capital-loss                 1000 non-null   int64  
 15  incident_type                1000 non-null   int8   
 16  collision_type               1000 non-null   int8   
 17  incident_severity            1000 non-null   int8   
 18  authorities_contacted        1000 non-null   int8   
 19  incident_state               1000 non-null   int8   
 20  incident_city                1000 non-null   int8   
 21  incident_hour_of_the_day     1000 non-null   int64  
 22  number_of_vehicles_involved  1000 non-null   int64  
 23  property_damage              1000 non-null   int8   
 24  bodily_injuries              1000 non-null   int64  
 25  witnesses                    1000 non-null   int64  
 26  police_report_available      1000 non-null   int8   
 27  total_claim_amount           999 non-null    float64
 28  injury_claim                 1000 non-null   int64  
 29  property_claim               994 non-null    float64
 30  vehicle_claim                1000 non-null   int64  
 31  auto_make                    1000 non-null   int8   
 32  auto_year                    1000 non-null   int64  
 33  fraud_reported               1000 non-null   int32  
dtypes: float64(5), int32(2), int64(12), int8(15)
memory usage: 203.1 KB
Imputing missing values
from sklearn.impute import KNNImputer
imp = KNNImputer(n_neighbors=10)
fraud_imp = pd.DataFrame(imp.fit_transform(final_df),columns=final_df.columns)
fraud_imp.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 1000 entries, 0 to 999
Data columns (total 34 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   months_as_customer           1000 non-null   float64
 1   age                          1000 non-null   float64
 2   policy_state                 1000 non-null   float64
 3   policy_csl                   1000 non-null   float64
 4   policy_deductable            1000 non-null   float64
 5   policy_annual_premium        1000 non-null   float64
 6   umbrella_limit               1000 non-null   float64
 7   insured_zip                  1000 non-null   float64
 8   insured_sex                  1000 non-null   float64
 9   insured_education_level      1000 non-null   float64
 10  insured_occupation           1000 non-null   float64
 11  insured_hobbies              1000 non-null   float64
 12  insured_relationship         1000 non-null   float64
 13  capital-gains                1000 non-null   float64
 14  capital-loss                 1000 non-null   float64
 15  incident_type                1000 non-null   float64
 16  collision_type               1000 non-null   float64
 17  incident_severity            1000 non-null   float64
 18  authorities_contacted        1000 non-null   float64
 19  incident_state               1000 non-null   float64
 20  incident_city                1000 non-null   float64
 21  incident_hour_of_the_day     1000 non-null   float64
 22  number_of_vehicles_involved  1000 non-null   float64
 23  property_damage              1000 non-null   float64
 24  bodily_injuries              1000 non-null   float64
 25  witnesses                    1000 non-null   float64
 26  police_report_available      1000 non-null   float64
 27  total_claim_amount           1000 non-null   float64
 28  injury_claim                 1000 non-null   float64
 29  property_claim               1000 non-null   float64
 30  vehicle_claim                1000 non-null   float64
 31  auto_make                    1000 non-null   float64
 32  auto_year                    1000 non-null   float64
 33  fraud_reported               1000 non-null   float64
dtypes: float64(34)
memory usage: 265.8 KB
X = fraud_imp.drop('fraud_reported',axis=1)
Y = fraud_imp['fraud_reported']
Y.value_counts()
0.0    753
1.0    247
Name: fraud_reported, dtype: int64
X.shape
(1000, 33)
X.drop(['policy_state', 'policy_deductable', 'umbrella_limit',
       'insured_zip',  'insured_hobbies','capital-gains', 'capital-loss', 'incident_state',
       'incident_city', 'incident_hour_of_the_day',
       'witnesses','auto_year'],axis=1,inplace=True)
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-321-9ad6a6e7830f> in <module>
----> 1 X.drop(['policy_state', 'policy_deductable', 'umbrella_limit',
      2        'insured_zip',  'insured_hobbies','capital-gains', 'capital-loss', 'incident_state',
      3        'incident_city', 'incident_hour_of_the_day',
      4        'witnesses','auto_year'],axis=1,inplace=True)

~\Anaconda3\lib\site-packages\pandas\core\frame.py in drop(self, labels, axis, index, columns, level, inplace, errors)
   4161                 weight  1.0     0.8
   4162         """
-> 4163         return super().drop(
   4164             labels=labels,
   4165             axis=axis,

~\Anaconda3\lib\site-packages\pandas\core\generic.py in drop(self, labels, axis, index, columns, level, inplace, errors)
   3885         for axis, labels in axes.items():
   3886             if labels is not None:
-> 3887                 obj = obj._drop_axis(labels, axis, level=level, errors=errors)
   3888 
   3889         if inplace:

~\Anaconda3\lib\site-packages\pandas\core\generic.py in _drop_axis(self, labels, axis, level, errors)
   3919                 new_axis = axis.drop(labels, level=level, errors=errors)
   3920             else:
-> 3921                 new_axis = axis.drop(labels, errors=errors)
   3922             result = self.reindex(**{axis_name: new_axis})
   3923 

~\Anaconda3\lib\site-packages\pandas\core\indexes\base.py in drop(self, labels, errors)
   5280         if mask.any():
   5281             if errors != "ignore":
-> 5282                 raise KeyError(f"{labels[mask]} not found in axis")
   5283             indexer = indexer[~mask]
   5284         return self.delete(indexer)

KeyError: "['policy_state' 'policy_deductable' 'umbrella_limit' 'insured_zip'\n 'insured_hobbies' 'capital-gains' 'capital-loss' 'incident_state'\n 'incident_city' 'incident_hour_of_the_day' 'witnesses' 'auto_year'] not found in axis"
 
from sklearn.preprocessing import StandardScaler
sc=StandardScaler()
scaled_pred = pd.DataFrame(sc.fit_transform(X),columns=X.columns)
from sklearn.model_selection import train_test_split
x_train, x_test, y_train, y_test = train_test_split(scaled_pred, Y, test_size = 0.2, random_state = 0)
x_train.columns
Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')
x_train.shape
(800, 21)
from sklearn.linear_model import LogisticRegression
LR = LogisticRegression()
model_1 = LR.fit(x_train,y_train)
pred_model = model_1.predict(x_test)
print("Training Accuracy: ", model_1.score(x_train, y_train))
print('Testing Accuarcy: ', model_1.score(x_test, y_test))
Training Accuracy:  0.7975
Testing Accuarcy:  0.75
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test,  pred_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.77      0.92      0.84       143
         1.0       0.62      0.32      0.42        57

    accuracy                           0.75       200
   macro avg       0.70      0.62      0.63       200
weighted avg       0.73      0.75      0.72       200

from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=100)
rf_model = rf.fit(x_train,y_train)
rf_pred_model = rf_model.predict(x_test)
print("Training Accuracy: ", rf_model.score(x_train, y_train))
print('Testing Accuarcy: ', rf_model.score(x_test, y_test))
Training Accuracy:  1.0
Testing Accuarcy:  0.76
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test,  rf_pred_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.79      0.91      0.84       143
         1.0       0.63      0.39      0.48        57

    accuracy                           0.76       200
   macro avg       0.71      0.65      0.66       200
weighted avg       0.74      0.76      0.74       200

from imblearn.over_sampling import SMOTE
oversample = SMOTE()
X_res, y_res = oversample.fit_resample(X, Y)
from sklearn.model_selection import train_test_split
x_train_smote, x_test_smote, y_train_smote, y_test_smote = train_test_split(X_res, y_res, test_size = 0.2, random_state = 0)
from sklearn.linear_model import LogisticRegression
LR = LogisticRegression()
model_1 = LR.fit(x_train_smote,y_train_smote)
pred_model = model_1.predict(x_test_smote)
print("Training Accuracy: ", model_1.score(x_train_smote, y_train_smote))
print('Testing Accuarcy: ', model_1.score(x_test_smote, y_test_smote))
Training Accuracy:  0.6270764119601329
Testing Accuarcy:  0.5960264900662252
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote,  pred_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.61      0.58      0.59       154
         1.0       0.58      0.61      0.60       148

    accuracy                           0.60       302
   macro avg       0.60      0.60      0.60       302
weighted avg       0.60      0.60      0.60       302

from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=100)
rf_model = rf.fit(x_train_smote,y_train_smote)
rf_pred_model = rf_model.predict(x_test_smote)
print("Training Accuracy: ", rf_model.score(x_train_smote, y_train_smote))
print('Testing Accuarcy: ', rf_model.score(x_test_smote, y_test_smote))
Training Accuracy:  1.0
Testing Accuarcy:  0.8443708609271523
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote,  rf_pred_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.85      0.85      0.85       154
         1.0       0.84      0.84      0.84       148

    accuracy                           0.84       302
   macro avg       0.84      0.84      0.84       302
weighted avg       0.84      0.84      0.84       302

import pickle
filename = 'final_model.pkl'
pickle.dump(rf_model, open(filename, 'wb'))
loaded_model = pickle.load(open(filename, 'rb'))
result = loaded_model.score(x_test, y_test)
print(result)
0.435
fraud_con.columns
Index(['months_as_customer', 'age', 'policy_bind_date', 'policy_state',
       'policy_csl', 'policy_deductable', 'policy_annual_premium',
       'umbrella_limit', 'insured_zip', 'insured_sex',
       'insured_education_level', 'insured_occupation', 'insured_hobbies',
       'insured_relationship', 'capital-gains', 'capital-loss',
       'incident_date', 'incident_type', 'collision_type', 'incident_severity',
       'authorities_contacted', 'incident_state', 'incident_city',
       'incident_location', 'incident_hour_of_the_day',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'witnesses', 'police_report_available', 'total_claim_amount',
       'injury_claim', 'property_claim', 'vehicle_claim', 'auto_make',
       'auto_model', 'auto_year', 'fraud_reported'],
      dtype='object')
X_res.columns
Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')
x_res=X_res.copy()
#        'capital-gains', 'capital-loss', 'incident_type','number_of_vehicles_involved','bodily_injuries',
#        'witnesses'],axis=1)
#        'policy_deductable', 'policy_annual_premium', 'umbrella_limit',
#        'insured_zip', 'insured_hobbies',
#        'capital-gains', 'capital-loss',  'incident_state',
#        'incident_city', 'incident_hour_of_the_day',
#        'number_of_vehicles_involved', 'bodily_injuries',
#        'witnesses',  'total_claim_amount',
#        'injury_claim'],axis=1,inplace=True)
x_res.drop(['vehicle_claim','auto_year'],axis=1,inplace=True)
x_res.columns
Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')
x_res.shape
(1506, 21)
from sklearn.feature_selection import RFE
rfe = RFE(LR, 20)
rfe = rfe.fit(X_res, y_res.values.ravel())
print(rfe.support_)
print(rfe.ranking_)
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\utils\validation.py:70: FutureWarning: Pass n_features_to_select=20 as keyword args. From version 1.0 (renaming of 0.25) passing these as positional arguments will result in an error
  warnings.warn(f"Pass {args_msg} as keyword args. From version "
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
[ True False False False  True  True False False False False False  True
  True False False  True  True  True  True  True  True  True False  True
 False  True False  True  True  True  True  True  True]
[ 1  6 12  8  1  1 14 11  2 13  7  1  1  9 10  1  1  1  1  1  1  1  3  1
  4  1  5  1  1  1  1  1  1]
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
from sklearn.model_selection import train_test_split
x_train_smote_upd, x_test_smote_upd, y_train_smote_upd, y_test_smote_upd = train_test_split(x_res, y_res, test_size = 0.2, random_state = 0)
from xgboost import XGBClassifier
model=XGBClassifier(use_label_encoder=False)
xgbmodel_clf = model.fit(x_train_smote_upd,y_train_smote_upd)
print(xgbmodel_clf)
[12:49:18] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.3.0/src/learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.
XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,
              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,
              importance_type='gain', interaction_constraints='',
              learning_rate=0.300000012, max_delta_step=0, max_depth=6,
              min_child_weight=1, missing=nan, monotone_constraints='()',
              n_estimators=100, n_jobs=8, num_parallel_tree=1, random_state=0,
              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,
              tree_method='exact', use_label_encoder=False,
              validate_parameters=1, verbosity=None)
pred_xbgclf_model = model.predict(x_test_smote_upd)
print("Training Accuracy: ", xgbmodel_clf.score(x_train_smote_upd, y_train_smote_upd))
print('Testing Accuarcy: ', xgbmodel_clf.score(x_test_smote_upd, y_test_smote_upd))
Training Accuracy:  1.0
Testing Accuarcy:  0.8344370860927153
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote_upd,  pred_xbgclf_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.83      0.85      0.84       154
         1.0       0.84      0.82      0.83       148

    accuracy                           0.83       302
   macro avg       0.83      0.83      0.83       302
weighted avg       0.83      0.83      0.83       302

import pickle
filename = 'final_model.pkl'
pickle.dump(xgbmodel_clf, open(filename, 'wb'))
loaded_model = pickle.load(open(filename, 'rb'))
result = loaded_model.score(x_test_smote_upd, y_test_smote_upd)
print(result)
0.8344370860927153
from sklearn.linear_model import LogisticRegression
LR = LogisticRegression()
model_1 = LR.fit(x_train_smote_upd,y_train_smote_upd)
pred_model = model_1.predict(x_test_smote_upd)
print("Training Accuracy: ", model_1.score(x_train_smote_upd, y_train_smote_upd))
print('Testing Accuarcy: ', model_1.score(x_test_smote_upd, y_test_smote_upd))
Training Accuracy:  0.7641196013289037
Testing Accuarcy:  0.6821192052980133
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote_upd,  pred_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.69      0.68      0.68       154
         1.0       0.67      0.69      0.68       148

    accuracy                           0.68       302
   macro avg       0.68      0.68      0.68       302
weighted avg       0.68      0.68      0.68       302

from sklearn.ensemble import RandomForestClassifier
rf = RandomForestClassifier(n_estimators=100)
rf_model = rf.fit(x_train_smote_upd,y_train_smote_upd)
rf_pred_model = rf_model.predict(x_test_smote_upd)
print("Training Accuracy: ", rf_model.score(x_train_smote_upd, y_train_smote_upd))
print('Testing Accuarcy: ', rf_model.score(x_test_smote_upd, y_test_smote_upd))
Training Accuracy:  1.0
Testing Accuarcy:  0.847682119205298
from sklearn.metrics import confusion_matrix,classification_report
cr = classification_report(y_test_smote_upd,  rf_pred_model)
print(cr)
              precision    recall  f1-score   support

         0.0       0.85      0.85      0.85       154
         1.0       0.84      0.84      0.84       148

    accuracy                           0.85       302
   macro avg       0.85      0.85      0.85       302
weighted avg       0.85      0.85      0.85       302

fraud_con.police_report_available.value_counts()
1    343
0    343
2    314
Name: police_report_available, dtype: int64
import gradio as gr
def encode_age(df): # Binning ages 
    df.Age = df.Age.fillna(-0.5)
    bins = (-1, 0, 5, 12, 18, 25, 35, 60, 120)
    categories = pd.cut(df.Age, bins, labels=False)
    df.Age = categories
    return df
def encode_education(df):
    mapping = {"JD":3,"High School":2,"Associate":0,"MD":4,"Masters":5,"PhD":6,"College":1}
    return df.replace({'Education': mapping})
def encode_incident_type(df):
    mapping = {"Multi-vehicle Collision":0,"Single Vehicle Collision":2,"Vehicle Theft":3,"Parked Car":1}
    return df.replace({'Incident Type': mapping})
def encode_relationship(df):
    mapping = {"own-child":3,"other-relative":2,"not-in-family":1,"husband":0,"wife":5,"unmarried":4}
    return df.replace({'Relationship': mapping})
def encode_occupation(df):
    mapping = {"machine-op-inspct":6,"prof-specialty":9,"tech-support":12,"sales":11,"exec-managerial":3,"craft-repair":2,"transport-moving":13,"other-service":8,"priv-house-serv":7,"armed-forces":1,"adm-clerical":0,"protective-serv":10,"handlers-cleaners":5,"farming-fishing":4}
    return df.replace({'Occupation': mapping})
def encode_state(df):
    mapping = {"OH":2,"IL":0,"IN": 1}
    return df.replace({'State of Policy': mapping})
def encode_coll_type(df):
    mapping = {"Rear Collision":1,"Side Collision":2,"Front Collision":0,"Unknown":3}
    return df.replace({'Collision Type': mapping})
def encode_incident_severity(df):
    mapping = {"Minor Damage":1,"Total Loss":2,"Major Damage":0,"Trivial Damage":3}
    return df.replace({'Severity': mapping})
def encode_policy_csl(df):
    mapping = {"250/500":1,"100/300":0,"500/1000":2}
    return df.replace({'Policy CSL': mapping})
def encode_property_damage(df):
    mapping = {"Unknown":1,"NO":0,"YES":2}
    return df.replace({'Property Damage': mapping})
def encode_police_rep(df):
    mapping = {"Unknown":1,"NO":0,"YES":2}
    return df.replace({'Police_Report_Available': mapping})
def encode_auth_con(df):
    mapping = {"Police":4,"Fire":1,"Other":3,"Ambulance":0,"None":2} 
    return df.replace({'Authorities': mapping})
def encode_sex(df):
    mapping = {"male": 0, "female": 1}
    return df.replace({'Gender': mapping})
def encode_auto_make(df):
    mapping = {"Dodge":11,"Suburu":10,"Saab":4,"Nissan":9,"Chevrolet":3,"Ford":5,"BMW":2,"Toyota":12,"Audi":1,"Accura":13,"Volkswagen":0,"Jeep":7,"Mercedes":8,"Honda":6}
    return df.replace({'Auto Make': mapping})
from sklearn.preprocessing import StandardScaler
st = StandardScaler()
X_res.columns
Index(['months_as_customer', 'age', 'policy_csl', 'policy_annual_premium',
       'insured_sex', 'insured_education_level', 'insured_occupation',
       'insured_relationship', 'incident_type', 'collision_type',
       'incident_severity', 'authorities_contacted',
       'number_of_vehicles_involved', 'property_damage', 'bodily_injuries',
       'police_report_available', 'total_claim_amount', 'injury_claim',
       'property_claim', 'vehicle_claim', 'auto_make'],
      dtype='object')
def predict_fraud(months_as_customer,age,sex, insured_education_level,insured_occupation, insured_relationship,incident_type, collision_type,incident_severity,number_of_vehicles_involved, authorities_contacted, bodily_injuries,property_damage, police_report_available, auto_make,policy_csl,policy_annual_premium,total_claim_amount,injury_claim,property_claim,vehicle_claim):
    df = pd.DataFrame.from_dict({'Months':[months_as_customer],'Age':[age],'Gender':[sex],'Education':[insured_education_level],'Occupation':[insured_occupation],'Relationship':[insured_relationship],'Incident Type':[incident_type], 'Collision Type':[collision_type],'Severity':[incident_severity],'Vehicles Involved':[number_of_vehicles_involved], 'Authorities':[authorities_contacted],'Injuries':[bodily_injuries], 'Property Damage':[property_damage], 'Police_Report_Available':[police_report_available],'Auto Make':[auto_make],'Policy CSL':[policy_csl],'Annual Premium':[policy_annual_premium],'Total Claim':[total_claim_amount],'Injury Claim Amount':[injury_claim],'Property Claim Amount':[property_claim],'Vehicle Claim':[vehicle_claim]})
    df = encode_sex(df)
    df = encode_education(df)
    df = encode_auto_make(df)
    df = encode_relationship(df)
    df = encode_age(df)
    df = encode_policy_csl(df)
    df = encode_occupation(df)
    df = encode_incident_type(df)
    df = encode_incident_severity(df)
    df = encode_coll_type(df)
    df = encode_property_damage(df)
    df = encode_police_rep(df)
    df = encode_auth_con(df)
    df = sc.transform(df)
    pred = loaded_model.predict_proba(df)[0]
    res =  {'Not Fraud': float(pred[0]), 'Fraud': float(pred[1])}
    return res






                               
months_as_customer = gr.inputs.Number(label="Months")
age = gr.inputs.Slider(minimum=0, maximum=120, default=22, label="Age")
policy_deductable = gr.inputs.Number(label="Deduction")
policy_annual_premium = gr.inputs.Number(label="Annual Premium")
#umbrella_limit = gr.inputs.Number(label="Limit")
insured_education_level = gr.inputs.Dropdown(['JD','High School','Associate','MD','Masters','PhD','College'],label="Education")
insured_occupation = gr.inputs.Dropdown(['machine-op-inspct','prof-specialty','tech-support','sales','exec-managerial','craft-repair','transport-moving','other-service','priv-house-serv','armed-forces','adm-clerical','protective-serv','handlers-cleaners','farming-fishing'],label="Occupation")
auto_make = gr.inputs.Dropdown(['Dodge','Suburu','Saab','Nissan','Chevrolet','Ford','BMW','Toyota','Audi','Accura','Volkswagen','Jeep','Mercedes','Honda'],label="Auto Make")
sex = gr.inputs.Radio(['female', 'male'], label="Gender")
policy_csl = gr.inputs.Radio(['250/500','100/300','500/1000'],label='Polcy CSL')
#capital-gains = gr.inputs.Number(label="Gain")
#capital-loss = gr.inputs.Number(label="Loss")
incident_type = gr.inputs.Dropdown(['Multi-vehicle Collision','Single Vehicle Collision','Vehicle Theft','Parked Car'],label="Incident Type")
insured_relationship = gr.inputs.Dropdown(['own-child','other-relative','not-in-family','husband','wife','unmarried'],label="Relationship")
incident_severity = gr.inputs.Dropdown(['Minor Damage','Total Loss','Major Damage','Trivial Damage'],label="Severity") 
collision_type = gr.inputs.Dropdown(['Rear Collision','Side Collision','Front Collision','Unknown'],label="Collision Type")
number_of_vehicles_involved = gr.inputs.Number(label='Vehicles Involved')
property_damage = gr.inputs.Dropdown(['Unknown','NO','YES'],label="Property Damage")
police_report_available = gr.inputs.Dropdown(['Unknown','NO','YES'],label="Police_Report_Available")
authorities_contacted = gr.inputs.Dropdown(['Police','Fire','Other','Ambulance','None'],label="Authorities")
total_claim_amount = gr.inputs.Number(label='Total Claim')
#witnesses = gr.inputs.Number(label='Witnesses')
bodily_injuries = gr.inputs.Number(label='Injuries')
injury_claim = gr.inputs.Number(label='Injury Claim Amount')
property_claim = gr.inputs.Number(label='Property Claim Amount')
vehicle_claim = gr.inputs.Number(label='Vehicle Claim')





gr.Interface(predict_fraud, [months_as_customer,age,sex, insured_education_level,insured_occupation, insured_relationship,incident_type, collision_type,incident_severity,number_of_vehicles_involved, authorities_contacted, bodily_injuries,property_damage, police_report_available, auto_make,policy_csl,policy_annual_premium,total_claim_amount,injury_claim,property_claim,vehicle_claim], "label").launch(share=True)
Running locally at: http://127.0.0.1:7865/
This share link will expire in 72 hours. If you need a permanent link, visit: https://gradio.app/introducing-hosted
Running on External URL: https://31334.gradio.app
Interface loading below...
(<Flask 'gradio.networking'>,
 'http://127.0.0.1:7865/',
 'https://31334.gradio.app')
from interpret.glassbox import ExplainableBoostingClassifier

ebm = ExplainableBoostingClassifier()
ebm.fit(x_train_smote_upd,y_train_smote_upd)
ExplainableBoostingClassifier(feature_names=['months_as_customer', 'age',
                                             'policy_csl',
                                             'policy_annual_premium',
                                             'insured_sex',
                                             'insured_education_level',
                                             'insured_occupation',
                                             'insured_relationship',
                                             'incident_type', 'collision_type',
                                             'incident_severity',
                                             'authorities_contacted',
                                             'number_of_vehicles_involved',
                                             'property_damage',
                                             'bodily_injuries',
                                             'police_report...
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'continuous',
                                             'continuous', 'interaction',
                                             'interaction', 'interaction',
                                             'interaction', 'interaction',
                                             'interaction', 'interaction',
                                             'interaction', 'interaction', ...])
from interpret import show

ebm_global = ebm.explain_global()
show(ebm_global)
C:\Users\TSK\Anaconda3\lib\site-packages\interpret\visual\udash.py:5: UserWarning: 
The dash_html_components package is deprecated. Please replace
`import dash_html_components as html` with `from dash import html`
  import dash_html_components as html
C:\Users\TSK\Anaconda3\lib\site-packages\interpret\visual\udash.py:6: UserWarning: 
The dash_core_components package is deprecated. Please replace
`import dash_core_components as dcc` with `from dash import dcc`
  import dash_core_components as dcc
C:\Users\TSK\Anaconda3\lib\site-packages\interpret\visual\udash.py:7: UserWarning: 
The dash_table package is deprecated. Please replace
`import dash_table` with `from dash import dash_table`

Also, if you're using any of the table format helpers (e.g. Group), replace 
`from dash_table.Format import Group` with 
`from dash.dash_table.Format import Group`
  import dash_table as dt
<iframe src="http://127.0.0.1:7001/1894287856592/" width=100% height=800 frameBorder="0"></iframe>
Socket exception: An existing connection was forcibly closed by the remote host (10054)
ebm_local = ebm.explain_local(x_test_smote_upd, y_test_smote_upd)
show(ebm_local)
<iframe src="http://127.0.0.1:7001/1894441549936/" width=100% height=800 frameBorder="0"></iframe>

AUTOML

from flaml import AutoML
automl = AutoML()
automl.fit(x_train_smote_upd,y_train_smote_upd, task="classification")
[flaml.automl: 09-27 15:51:39] {1431} INFO - Evaluation method: cv
[flaml.automl: 09-27 15:51:39] {1477} INFO - Minimizing error metric: 1-roc_auc
[flaml.automl: 09-27 15:51:40] {1514} INFO - List of ML learners in AutoML Run: ['lgbm', 'rf', 'catboost', 'xgboost', 'extra_tree', 'lrl1']
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 0, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.4s,	best lgbm's error=0.1582,	best lgbm's error=0.1582
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 1, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.5s,	best lgbm's error=0.1357,	best lgbm's error=0.1357
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 2, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.6s,	best lgbm's error=0.1357,	best lgbm's error=0.1357
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 3, current learner lgbm
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.6s,	best lgbm's error=0.1076,	best lgbm's error=0.1076
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 4, current learner xgboost
[flaml.automl: 09-27 15:51:40] {1925} INFO -  at 1.7s,	best xgboost's error=0.1545,	best lgbm's error=0.1076
[flaml.automl: 09-27 15:51:40] {1746} INFO - iteration 5, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 1.8s,	best lgbm's error=0.1076,	best lgbm's error=0.1076
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 6, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 1.8s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 7, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 1.9s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 8, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.0s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 9, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.0s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 10, current learner xgboost
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.1s,	best xgboost's error=0.1436,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 11, current learner extra_tree
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.2s,	best extra_tree's error=0.1714,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 12, current learner rf
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.3s,	best rf's error=0.1575,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 13, current learner rf
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.4s,	best rf's error=0.1208,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 14, current learner rf
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.5s,	best rf's error=0.1208,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 15, current learner extra_tree
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.6s,	best extra_tree's error=0.1359,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 16, current learner lgbm
[flaml.automl: 09-27 15:51:41] {1925} INFO -  at 2.7s,	best lgbm's error=0.0864,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:41] {1746} INFO - iteration 17, current learner extra_tree
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 2.8s,	best extra_tree's error=0.1359,	best lgbm's error=0.0864
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 18, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 2.9s,	best lgbm's error=0.0719,	best lgbm's error=0.0719
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 19, current learner xgboost
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.0s,	best xgboost's error=0.1436,	best lgbm's error=0.0719
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 20, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.1s,	best lgbm's error=0.0650,	best lgbm's error=0.0650
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 21, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.2s,	best lgbm's error=0.0650,	best lgbm's error=0.0650
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 22, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.3s,	best lgbm's error=0.0650,	best lgbm's error=0.0650
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 23, current learner lgbm
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.4s,	best lgbm's error=0.0647,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 24, current learner xgboost
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.5s,	best xgboost's error=0.1431,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 25, current learner extra_tree
[flaml.automl: 09-27 15:51:42] {1925} INFO -  at 3.6s,	best extra_tree's error=0.1359,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:42] {1746} INFO - iteration 26, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 3.8s,	best lgbm's error=0.0647,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 27, current learner rf
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 3.9s,	best rf's error=0.1208,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 28, current learner extra_tree
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.0s,	best extra_tree's error=0.1359,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 29, current learner extra_tree
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.1s,	best extra_tree's error=0.1359,	best lgbm's error=0.0647
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 30, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.2s,	best lgbm's error=0.0645,	best lgbm's error=0.0645
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 31, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.3s,	best lgbm's error=0.0575,	best lgbm's error=0.0575
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 32, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.4s,	best lgbm's error=0.0575,	best lgbm's error=0.0575
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 33, current learner rf
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.6s,	best rf's error=0.1091,	best lgbm's error=0.0575
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 34, current learner lgbm
[flaml.automl: 09-27 15:51:43] {1925} INFO -  at 4.7s,	best lgbm's error=0.0575,	best lgbm's error=0.0575
[flaml.automl: 09-27 15:51:43] {1746} INFO - iteration 35, current learner lgbm
[flaml.automl: 09-27 15:51:44] {1925} INFO -  at 4.8s,	best lgbm's error=0.0575,	best lgbm's error=0.0575
[flaml.automl: 09-27 15:51:44] {1746} INFO - iteration 36, current learner extra_tree
[flaml.automl: 09-27 15:51:44] {1925} INFO -  at 5.0s,	best extra_tree's error=0.1176,	best lgbm's error=0.0575
[flaml.automl: 09-27 15:51:44] {1746} INFO - iteration 37, current learner lgbm
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[flaml.automl: 09-27 15:51:44] {1746} INFO - iteration 41, current learner rf
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No low-cost partial config given to the search algorithm. For cost-frugal search, consider providing low-cost values for cost-related hps via 'low_cost_partial_config'.
C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

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C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

C:\Users\TSK\Anaconda3\lib\site-packages\sklearn\linear_model\_sag.py:328: ConvergenceWarning:

The max_iter was reached which means the coef_ did not converge

[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 38.9s,	best lrl1's error=0.3899,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 130, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.1s,	best xgboost's error=0.0853,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 131, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.2s,	best xgboost's error=0.0853,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 132, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.4s,	best xgboost's error=0.0849,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 133, current learner xgboost
[flaml.automl: 09-27 15:52:18] {1925} INFO -  at 39.5s,	best xgboost's error=0.0849,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:18] {1746} INFO - iteration 134, current learner lgbm
[flaml.automl: 09-27 15:52:22] {1925} INFO -  at 43.5s,	best lgbm's error=0.0528,	best lgbm's error=0.0528
[flaml.automl: 09-27 15:52:22] {1746} INFO - iteration 135, current learner lgbm
[flaml.automl: 09-27 15:52:23] {1925} INFO -  at 44.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:23] {1746} INFO - iteration 136, current learner lgbm
[flaml.automl: 09-27 15:52:24] {1925} INFO -  at 44.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:24] {1746} INFO - iteration 137, current learner extra_tree
[flaml.automl: 09-27 15:52:24] {1925} INFO -  at 45.1s,	best extra_tree's error=0.0654,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:24] {1746} INFO - iteration 138, current learner lgbm
[flaml.automl: 09-27 15:52:25] {1925} INFO -  at 45.7s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:25] {1746} INFO - iteration 139, current learner lgbm
[flaml.automl: 09-27 15:52:25] {1925} INFO -  at 46.3s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:25] {1746} INFO - iteration 140, current learner rf
[flaml.automl: 09-27 15:52:25] {1925} INFO -  at 46.5s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:25] {1746} INFO - iteration 141, current learner lgbm
[flaml.automl: 09-27 15:52:26] {1925} INFO -  at 47.0s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:26] {1746} INFO - iteration 142, current learner rf
[flaml.automl: 09-27 15:52:26] {1925} INFO -  at 47.3s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:26] {1746} INFO - iteration 143, current learner lgbm
[flaml.automl: 09-27 15:52:27] {1925} INFO -  at 47.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:27] {1746} INFO - iteration 144, current learner rf
[flaml.automl: 09-27 15:52:27] {1925} INFO -  at 48.1s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:27] {1746} INFO - iteration 145, current learner lgbm
[flaml.automl: 09-27 15:52:28] {1925} INFO -  at 48.7s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:28] {1746} INFO - iteration 146, current learner lgbm
[flaml.automl: 09-27 15:52:30] {1925} INFO -  at 51.4s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:30] {1746} INFO - iteration 147, current learner lgbm
[flaml.automl: 09-27 15:52:30] {1925} INFO -  at 51.7s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:30] {1746} INFO - iteration 148, current learner lgbm
[flaml.automl: 09-27 15:52:31] {1925} INFO -  at 52.3s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:31] {1746} INFO - iteration 149, current learner lgbm
[flaml.automl: 09-27 15:52:32] {1925} INFO -  at 52.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:32] {1746} INFO - iteration 150, current learner lgbm
[flaml.automl: 09-27 15:52:32] {1925} INFO -  at 53.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:32] {1746} INFO - iteration 151, current learner lgbm
[flaml.automl: 09-27 15:52:34] {1925} INFO -  at 55.0s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:34] {1746} INFO - iteration 152, current learner lgbm
[flaml.automl: 09-27 15:52:35] {1925} INFO -  at 56.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:35] {1746} INFO - iteration 153, current learner rf
[flaml.automl: 09-27 15:52:35] {1925} INFO -  at 56.5s,	best rf's error=0.0744,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:35] {1746} INFO - iteration 154, current learner lgbm
[flaml.automl: 09-27 15:52:36] {1925} INFO -  at 56.9s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:36] {1746} INFO - iteration 155, current learner lgbm
[flaml.automl: 09-27 15:52:36] {1925} INFO -  at 57.2s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:36] {1746} INFO - iteration 156, current learner lgbm
[flaml.automl: 09-27 15:52:38] {1925} INFO -  at 59.4s,	best lgbm's error=0.0507,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:38] {1746} INFO - iteration 157, current learner extra_tree
[flaml.automl: 09-27 15:52:38] {1925} INFO -  at 59.5s,	best extra_tree's error=0.0654,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:38] {1746} INFO - iteration 158, current learner xgboost
[flaml.automl: 09-27 15:52:39] {1925} INFO -  at 60.0s,	best xgboost's error=0.0796,	best lgbm's error=0.0507
[flaml.automl: 09-27 15:52:39] {2032} INFO - selected model: LGBMClassifier(colsample_bytree=0.4287108903387949,
               learning_rate=0.023238500386038714, max_bin=256,
               min_child_samples=4, n_estimators=63, num_leaves=237,
               objective='binary', reg_alpha=0.0015770070728361961,
               reg_lambda=0.0009765625, verbose=-1)
[flaml.automl: 09-27 15:52:39] {2093} INFO - retrain lgbm for 0.2s
[flaml.automl: 09-27 15:52:39] {2099} INFO - retrained model: LGBMClassifier(colsample_bytree=0.4287108903387949,
               learning_rate=0.023238500386038714, max_bin=256,
               min_child_samples=4, n_estimators=63, num_leaves=237,
               objective='binary', reg_alpha=0.0015770070728361961,
               reg_lambda=0.0009765625, verbose=-1)
[flaml.automl: 09-27 15:52:39] {1538} INFO - fit succeeded
[flaml.automl: 09-27 15:52:39] {1539} INFO - Time taken to find the best model: 44.18676519393921
[flaml.automl: 09-27 15:52:39] {1550} WARNING - Time taken to find the best model is 74% of the provided time budget and not all estimators' hyperparameter search converged. Consider increasing the time budget.
print('Best ML leaner:', automl.best_estimator)
print('Best hyperparmeter config:', automl.best_config)
print('Best accuracy on validation data: {0:.4g}'.format(1-automl.best_loss))
print('Training duration of best run: {0:.4g} s'.format(automl.best_config_train_time))
Best ML leaner: extra_tree
Best hyperparmeter config: {'n_estimators': 103, 'max_features': 0.17131679426949367, 'max_leaves': 411, 'criterion': 'gini'}
Best accuracy on validation data: 0.9463
Training duration of best run: 0.6583 s
Socket exception: An existing connection was forcibly closed by the remote host (10054)